Mercari Dataset Price Suggestion and Modelling

Mercari is an online shopping marketplace which is powered by one of the biggest community of Japan where users can sell pretty much anything.The community wants to offer price suggestions to the sellers but is a tough task as the sellers are enabled to put just about anything, or any bundle of things, on Mercari’s marketplace.

Problem Statement:

• It can be hard to know how much something’s really worth. Small details can mean big differences in pricing. For example, one of these sweaters cost 335 dollars and the other cost 9.99 dollars. Can you guess which one’s which?

Sweater A: Vince, Long sleeve, Turtle neck pullover sweater, Black, Size L, Great condition

Sweater B: St. John's Bay Long sleeve, Turtle neck Pullover sweater, Size L, Great condition

• Hence, it's harder to guess or decide what price which product should have

• Product pricing gets even harder at scale, considering just how many products are sold online. Clothing has strong seasonal pricing trends and is heavily influenced by brand names, while electronics have fluctuating prices based on product specs.

Challenges to Solve:

• Given details about a product like product category name, brand name, and item condition, our challenge is to build an algorithm that automatically suggests the right product prices

• But if solved rightly, it can eliminate human interference in giving price suggestions of a product and speed up efficiency of the shopping app. That’s when Machine Learning comes to play.

• The task of this Project is to build an algorithm that suggests the right product prices for shopping app from product name, user inputted text descriptions of the product, category name, brand name, item condition, and shipping information.

• The goal is about creating a model that would help sellers to price their products.Pricing should be intermediate between sellers and buyers.

Our Objectives:

1. • Data Cleaning • Pre-processing • Feature Engineering
2. Exploratory Data Analysis:
   • Gathering as many insights as possible through Exploratory Data Analysis.
   • Trying to see through Descriptive Statistics that what our data is trying to tell us and understand the significance of each and every variable.
3. Text Processing:
   • Natural Language Processing (NLP)
   • Tokenizing and tf-idf algorithm
   • K-means Clustering
4. The given problem is exactly about predicting the price, which is a real-valued value, thus it falls into the Regression Category
5. Trying to provide some interpretability and evolving our ways to handle the upcoming problems as we proceed through our project

Models used in the Project:

1. Orinary Least Squares Regression
2. Linear Regression
3. Ridge Regression
4. Stochastic Gradient Descent Regressor
5. Random Forest Regressor

Data Description:

• train_id - the id of the product

• name - the name of the product

• item_condition_id - the condition of the product provided by the seller

  According to information available on Mercari Website

  • 1 stands for new
  • 2 stands for fairly new
  • 3 stands for Good
  • 4 stands for Bad
  • 5 stands for Very Poor

• category_name - category of the product

• brand_name - brand name of the product

• price - the price that the product was sold for. (This is the target variable that we will predict) The unit is USD

• shipping - 1 if shipping fee is paid by seller and 0 by buyer

• item_description - the full description of the item

Independent variables: train_id, name, item_condition_id, category_name, brand_name, shipping, item_description

Target Variable: price

We will build various supervised machine learning regression models and see which succeeds in solving the given mapping between the input variables and the price feature in the best way. Let’s begin in a step-by-step manner

Step 1: Exploratory Data Analysis

• The very first step in solving any case study in data science is to properly look and analyze the data you have.
• It helps to give valuable insights into the pattern and information it has to convey.
• Statistical tools have a big role in proper visualization of the data.
• Even though it is considered not a very important part of solving a problem, but successful data scientists and ML engineers spend maximum part of solving a problem by analyzing the data they have.
• Proper EDA gives interesting features of your data which in turn influences our data preprocessing and model selection criterion as well.

Importing the libraries:

import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
from collections import Counter
import nltk
from nltk.corpus import stopwords
from wordcloud import WordCloud
import re
import warnings  
warnings.filterwarnings('ignore') # to ignore the warnings

Loading the data:

data = pd.read_csv('C:/Users/Rohit/Downloads/train2.csv', encoding='latin1')
# As most of the words are from Western European Language hence encoding='latin1'
# Latin-1, also called ISO-8859-1, is an 8-bit character set endorsed by the 
# International Organization for Standardization (ISO) and represents the alphabets 
# of Western European languages. As its name implies, it is a subset of ISO-8859, 
# which includes several other related sets for writing systems like Cyrillic, Hebrew, and Arabic. 
# It is used by most Unix systems as well as Windows. DOS and Mac OS, however, use their own sets.

data.head()

	train_id	name	item_condition_id	category_name	brand_name	price	shipping	item_description
0	0	Hero 77 fountain pen	2	Other/Office supplies/Writing	NaN	12.0	1	For sale a brand new Hero 77 fountain pen, doe...
1	1	14K Yellow Gold Earrings	3	Women/Jewelry/Earrings	NaN	20.0	0	14k black Onyx earrings Good condition Final sale
2	2	New balance 2-in 1 size S dry fit shorts	2	Women/Athletic Apparel/Shorts	New Balance	10.0	0	Brand new never worn, but I tore the tag off w...
3	3	Zella black workout tank w mesh cut out	3	Women/Athletic Apparel/Shirts & Tops	Zella	15.0	1	Zella black workout tank with mesh cut outs.
4	4	NWT Lilly Pulitzer gabby dress sz 8	1	Women/Dresses/Above Knee, Mini	Lilly Pulitzer	75.0	0	New with tags!! Size 8.

# Data Dimensions
data.shape

(148253, 8)

As the orignal data had over 1.4 million observations, we only take the 10% out of it in the csv file above

# Data Types
data.dtypes

train_id               int64
name                  object
item_condition_id      int64
category_name         object
brand_name            object
price                float64
shipping               int64
item_description      object
dtype: object

# Columns in the data
data.columns

Index(['train_id', 'name', 'item_condition_id', 'category_name', 'brand_name',
       'price', 'shipping', 'item_description'],
      dtype='object')

# Checking the NAs in the data
data.isnull().sum()

train_id                 0
name                     0
item_condition_id        0
category_name          641
brand_name           62991
price                    0
shipping                 0
item_description         0
dtype: int64

# making a copy of the data as backup
data1 = data.copy()

Handling missing values:

for value in ['category_name']:
    data1[value].fillna(value='Other', inplace=True) 
    # replacing by "Other" because there already exists a category by the same name

for value in ['brand_name']:
    data1[value].fillna(value='Unknown', inplace=True)

# Rechecking the null values
data1.isnull().sum()

train_id             0
name                 0
item_condition_id    0
category_name        0
brand_name           0
price                0
shipping             0
item_description     0
dtype: int64

Analysis on each Variable:

1. Price:

data1.price.describe()

count    148253.000000
mean         26.807933
std          39.358186
min           0.000000
25%          10.000000
50%          17.000000
75%          29.000000
max        2000.000000
Name: price, dtype: float64

plt.figure(figsize=(17,5))
plt.title('Price distribution', fontsize=15)
sns.boxplot(data1.price, showfliers=False)
plt.xlabel('Price',fontsize=15)

plt.show()

Insight 1 from Price

• mean = 26, median = 17, min = 0, max = 2000
• 25% of the products are priced below 10 dollars
• 50% of products are priced below 17 dollars
• 75% of products are priced below 29 dollars
• Also, the maximum price that any product has is 2000 dollars

plt.plot(figsize=(30,20))
sns.distplot(data1['price'])

<matplotlib.axes._subplots.AxesSubplot at 0x2300020b4c8>

• It can be concluded that the distribution of the price variable is heavily right-skewed.
• The price variable follows a skewed distribution and in order to make errors on low price product more relevant than for higher prices, we take the log transform
• log1p = log(p) + 1, we add 1 to avoid zero(log0=infinity) and negative values

Our dependent variable should be normally distributed i.e. The Assumption of Normality should be satisfied

Let's compare both the graphs side by side

plt.subplot(1, 2, 1)
(data1['price']).plot.hist(bins=50, figsize=(12, 6), edgecolor = 'white', range = [0, 250])
plt.xlabel('price', fontsize=12)
plt.title('Price Distribution', fontsize=12)

plt.subplot(1, 2, 2)
np.log1p(data1['price']).plot.hist(bins=50, figsize=(12, 6), edgecolor='white')
plt.xlabel('log(price)+1', fontsize=12)
plt.title('Price Distribution', fontsize=12)

Text(0.5, 1.0, 'Price Distribution')

2. Shipping:

data1['shipping'].value_counts(normalize=True) # to show as a percentage of total values

0    0.553587
1    0.446413
Name: shipping, dtype: float64

index = ['Buyer','Seller']
values =  data1['shipping'].value_counts()
plt.figure(figsize=(7,4))
plt.pie(values,startangle=90,autopct='%0.1f%%',explode=(0,0.1))
plt.legend(title = "Shipping Paid by",loc = "upper right",labels= index,fontsize=10)
plt.tight_layout()
plt.title("Analysis on Shipping Paid",fontsize=20)

Text(0.5, 1, 'Analysis on Shipping Paid')

Insight 1 from shipping:

• 0- 82071 times (buyer charged) 55.53%
• 1- 66182 times(seller charged) 44.64%
• Over 55% of items shipping fee were paid by the buyers

Suggestion to the seller:

• The above insight matches with our perception that the sellers need to keep a lower price to compensate for the additional shipping

To check how shipping is related to the price:

buyer_charged = data1.loc[data1['shipping'] == 0, 'price']
seller_charged = data1.loc[data1['shipping'] == 1, 'price']


fig, ax = plt.subplots(figsize=(14, 8))
ax.hist(buyer_charged, bins=30, range=[0, 100], label='Price when buyer paid shipping', alpha=0.5, color='b')
ax.hist(seller_charged, bins=30, range=[0, 100], label='Price when seller paid shipping', alpha=0.5, color='r')
plt.title('Price Distribution by shipping type', fontsize = 20)
plt.xlabel('Log price', fontsize = 15)
plt.ylabel('No. of Items', fontsize = 15)
plt.legend(fontsize = 15)
plt.show()

Insight 2 from shipping:

• Over 55% of items' shipping fees were paid by the buyers
• And the price when buyer pays is high compared to when seller pays

Chekcing the Actual values -

# average price for shipping for seller and buyer
print('The average price is {}'.format(round(seller_charged.mean(), 2)), 'if seller pays shipping')
print('The average price is {}'.format(round(buyer_charged.mean(), 2)), 'if buyer pays shipping')

The average price is 22.82 if seller pays shipping
The average price is 30.02 if buyer pays shipping

3. Category Name:

Unique Category Names

print('There are', data1['category_name'].nunique(), 'unique values in category name column')

There are 1052 unique values in category name column

Top 10 most common category names

data1['category_name'].value_counts()[:10]

Women/Athletic Apparel/Pants, Tights, Leggings                 6049
Women/Tops & Blouses/T-Shirts                                  4686
Beauty/Makeup/Face                                             3429
Beauty/Makeup/Lips                                             3025
Electronics/Video Games & Consoles/Games                       2587
Beauty/Makeup/Eyes                                             2560
Electronics/Cell Phones & Accessories/Cases, Covers & Skins    2464
Women/Underwear/Bras                                           2088
Women/Tops & Blouses/Blouse                                    2073
Women/Dresses/Above Knee, Mini                                 2029
Name: category_name, dtype: int64

General Observations from the above insights:

• It is seen in this table that a subcategory in the category name is seperated by a slash "/"

• For ex. Beauty/Makeup/Face and Beauty/Makeup/Lips

• This means Beauty category has a subcategory MakeUp and this sub category MakeUp is further divided into Face and Lips

• It is also observed that Women apparel has the maximum number of items followed by any other category.

• The category names are listed by ‘/’ delimiter which tells about the main category, sub-category 1 and sub-category 2 of the products.
• Therefore, to get better idea of each product, we will do feature engineering here and split the category name into 3 different columns namely, ‘Main_categ’, ‘sub_categ1’ and ‘sub_categ2’.

Divide category names into Main category, Sub-category 1 and Sub-category 2:

temp = data1[data1['brand_name']!='Unknown'] # remove Unknown coz it represents missing values
data1[['Main_categ','sub_categ1','sub_categ2']] = data1.category_name.str.split("/",expand = True,n= 2)
for i in ['sub_categ1','sub_categ2']:
    data1[i].fillna(value = "Label not given", inplace=True)

After splitting the category_name column, the unique items that I have in each of the newly formed columns is listed below:

print('There are', data1['Main_categ'].nunique(), 'unique values in Main category')
print('There are', data1['sub_categ1'].nunique(), 'unique values in Sub-category 1')
print('There are', data1['sub_categ2'].nunique(), 'unique values in Sub-category 2')

There are 10 unique values in Main category
There are 114 unique values in Sub-category 1
There are 741 unique values in Sub-category 2

3.1 Main Category:

Let’s find out which of the products rank the highest in terms of frequency of occurrence:

maincat_count = data1.Main_categ.value_counts()

plt.figure(figsize=(15, 10))
sns.barplot(maincat_count.index[0:11], maincat_count[0:11])
plt.title('Main category Analysis',fontsize = 20)
plt.xlabel('Main category',fontsize = 15)
plt.ylabel('Count',fontsize = 15)
plt.xticks(rotation=15, fontsize=12)
plt.show()

Insight 1 from Main Category:

• It can be said that Women products occur with the maximum frequency, followed by Beauty products. The 3rd largest general category is owned by Kids products

Main category vs Price:

temp = data1[data1['price'] < 80]
plt.figure(figsize=(15, 10))
sns.boxplot(temp['Main_categ'], temp['price'])
plt.title('BoxPlot of Main category vs Price', fontsize = 20)
plt.xlabel('Main Category',fontsize = 15)
plt.ylabel('Price',fontsize = 15)
plt.xticks(rotation = 15, fontsize=12)
plt.show()

temp.groupby(['Main_categ'])['price'].agg('median')

Main_categ
Beauty                    15.0
Electronics               14.0
Handmade                  11.0
Home                      18.0
Kids                      14.0
Men                       20.0
Other                     13.0
Sports & Outdoors         16.0
Vintage & Collectibles    15.0
Women                     19.0
Name: price, dtype: float64

Insight 2 from Main category:

• Although there are maximum products purchased in the Women's category, the price of Men category products(20 dollars) is almost as expensive as the products in Women category(19 dollars)

Sub-category 1:

As there are 114 unique sub categories, we won't be able to plot them all, hence, first we need to seperate the top 10 Sub-categories

index = []
[index.append(key) for key, value in Counter(data1['sub_categ1']).most_common()]
top_10 = index[:10]
temp = data1[data1['sub_categ1'].isin(top_10)] 
# the corresponding top 10 indexes get their corresponding names from "sub_categ1"

plt.figure(figsize=(20,10))
sns.countplot(temp['sub_categ1'])
plt.title('Sub-Category 1 Analysis',fontsize = 20)
plt.xticks(rotation = 12,wrap = True,fontsize = 15)
plt.xlabel('Top 10 Sub-Category1',fontsize = 15)
plt.ylabel('Frequency',fontsize = 15)

Text(0, 0.5, 'Frequency')

Insight 1 from Sub-category 1:

• Most of the products from Sub-category 1 are bought from Athletic Apparel and Makeup category

Sub-category 1 vs Price:

temp2 = temp[temp['price']<80] # box plot
plt.figure(figsize=(20,10))
sns.boxplot(temp2['sub_categ1'],temp2['price'])
plt.title('Sub-Category 1 vs Price',fontsize = 20)
plt.xticks(rotation = 10,wrap = True,fontsize = 15)
plt.xlabel('Top 10 Sub-Category 1',fontsize = 15)
plt.ylabel('Price',fontsize = 15)

Text(0, 0.5, 'Price')

temp2.groupby(['sub_categ1'])['price'].agg('median')

sub_categ1
Athletic Apparel             21.0
Cell Phones & Accessories    10.0
Dresses                      20.0
Jewelry                      13.0
Makeup                       15.0
Shoes                        26.0
Tops & Blouses               14.0
Toys                         14.0
Women's Accessories          16.0
Women's Handbags             25.0
Name: price, dtype: float64

Insight 2 from Sub-category 1:

• Products in Shoes category is more expensive than Women's Handbag by 1 dollar
• Products in Women's Handbag category is more expensive thus has low frequency
• Hence its satisfies the logic that Expensive products are bought less number of times

3.3 Sub-category 2:

index = []
[index.append(key) for key, value in Counter(data1['sub_categ2']).most_common()]
top_10 = index[:10]
temp = data1[data1['sub_categ2'].isin(top_10)]

plt.figure(figsize=(20,10))
sns.countplot(temp['sub_categ2'])
plt.title('Sub-Category 2 Analysis',fontsize = 20)
plt.xticks(rotation = 7,wrap = True,fontsize = 14)
plt.xlabel('Top 10 Sub-Category 2',fontsize = 15)
plt.ylabel('Frequency',fontsize = 15)

Text(0, 0.5, 'Frequency')

Insight 1 from Sub-category 2:

• Products under category Pants,Tights,Leggings are bought the highest number of times

Sub-category 2 vs Price:

temp2 = temp[temp['price']<80]
plt.figure(figsize=(20,10))
sns.boxplot(temp2['sub_categ2'],temp2['price'])
plt.title('Sub-Category 2 vs Price', fontsize = 20)
plt.xticks(rotation = 10,wrap = True,fontsize = 14)
plt.xlabel('Top 10 Sub-Category 2', fontsize = 15)
plt.ylabel('Price', fontsize = 15)

Text(0, 0.5, 'Price')

temp2.groupby(['sub_categ2'])['price'].agg('median')

sub_categ2
Athletic                   36.0
Cases, Covers & Skins      10.0
Eyes                       12.0
Face                       15.0
Games                      15.0
Lips                       14.0
Other                      15.0
Pants, Tights, Leggings    28.0
Shoes                      18.0
T-Shirts                   15.0
Name: price, dtype: float64

Insight 2 from Sub-Category 2:

• Yet again products in the Athletic category are bought moderately as they are expensive
• Products in Pants,Tights,Leggings category are bought more as moderately expensive

3. Brand Name:

print('There are', data1['brand_name'].nunique(), 'unique values in brand name column')

There are 2321 unique values in brand name column

As there are 2321 unique brand names, we lookout only for products purchased from the top 10 frequently occuring brands

index = []
[index.append(key) for key, value in Counter(data1['brand_name']).most_common()]
top_10 = index[:10]
temp = data1[data1['brand_name'].isin(top_10)]

plt.figure(figsize=(20,20))
plt.subplot(2,1,1)
sns.countplot(temp['brand_name'])
plt.title('Brand wise Analysis (with Unknown)', fontsize = 25)
plt.xticks(rotation = 0,wrap = True,fontsize = 14)
plt.xlabel('Brand Name',fontsize = 0)
plt.ylabel('Frequency', fontsize = 20)

temp = data1[data1['brand_name']!='Unknown']
index = []
[index.append(key) for key, value in Counter(temp['brand_name']).most_common()]
top_10 = index[:10]
temp2 = temp[temp['brand_name'].isin(top_10)]

plt.subplot(2,1,2)
# plt.figure(figsize=(40,20))
sns.countplot(temp2['brand_name'])
plt.title('Brand wise Analysis (without Unknown)', fontsize = 25)
plt.xticks(rotation = 0,wrap = True,fontsize = 14)
plt.xlabel('Brand Name',fontsize = 20)
plt.ylabel('Frequency',fontsize = 20)
plt.show()

Insight 1 from Brand name:

• We ignore the Brand name marked as Unknown as it represents our missing values
• Hence we make the graph again without considering the Unknown
• We observe that Pink, Nike, and Victoria's Secret are top 3 most purchased brands
• Also it is obvious that Pink and Victoria's Secret brand products are mostly bought from Women main category more frequently

Brand name vs Price:

temp3 = temp2[temp2['price']<80]
plt.figure(figsize=(20,10))
sns.boxplot(temp3['brand_name'],temp3['price'])
plt.title("Top 10 brand wise Analysis (According to price)",fontsize=20)
plt.xlabel("Brand Name",fontsize=15)
plt.ylabel("Price",fontsize=15)
plt.xticks(rotation = 0,wrap = True,fontsize = 15)

(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]), <a list of 10 Text xticklabel objects>)

temp3.groupby(['brand_name'])['price'].agg('median')

brand_name
American Eagle       14.0
Apple                15.0
FOREVER 21           12.0
LuLaRoe              29.0
Lululemon            35.0
Michael Kors         36.0
Nike                 21.0
Nintendo             19.0
PINK                 20.0
Victoria's Secret    19.0
Name: price, dtype: float64

Insight 2 from Brand name:

• Michael Kors products cost high hence less bought
• Lululemon has the 2nd highest median price
• Pink, Nike and Victoria's Secret products have moderate pricing hence are more frequently bought

4. Item Description:

First we create a function to return us a count of words from each Description

def length(description):
    count = 0
    for i in description.split():
        count+=1
    return count

Then we create a series which has the description and the length of description in words

lol=[]
for i in data1['item_description']:
    temp=[]
    temp.append(i)
    temp.append(length(str(i)))
    lol.append(temp)

Printing first three rows to check the string and the number of words in the string match or not

print(lol[0:3])

[['For sale a brand new Hero 77 fountain pen, does not include the ink.', 14], ['14k black Onyx earrings Good condition Final sale', 8], ['Brand new never worn, but I tore the tag off when I tried them on. Double layer spandex shorts to keep you dry and covered!', 25]]

Making a new dataframe of the series we created - lol

mydf = pd.DataFrame(lol, columns=['Description', 'Description_length'])
print(mydf.head(2))

                                         Description  Description_length
0  For sale a brand new Hero 77 fountain pen, doe...                  14
1  14k black Onyx earrings Good condition Final sale                   8

Adding only 2nd coloumn Description_length from mydf to data1

data1['Description_length'] = mydf['Description_length']

plt.figure(figsize=(10,5))
sns.scatterplot(x=data1.Description_length, y=data1.Description_length.value_counts())
plt.title('Scatter-plot of description length',fontsize=20)
plt.xlabel("Description Lenght in words",fontsize=15)
plt.ylabel("Frequency",fontsize=15)

Text(0, 0.5, 'Frequency')

Insight 1 from Item Description:

• Most of the item descriptions are written in the range of 3-50 words

Item Description vs Price:

temp4=data1[data1['Description_length']<500]
plt.figure(figsize=(15,5))
sns.scatterplot(x=temp4['Description_length'], y=data1.price)
plt.title('Description length vs Price',fontsize=20)
plt.xlabel("Description Lenght in words",fontsize=15)
plt.ylabel("Price",fontsize=15)

Text(0, 0.5, 'Price')

Insight 2 from Item Description:

• As the item description gets longer the price starts decreasing

Let us check what length of item description occurs the most

desc_len_count = data1.Description_length.value_counts()
print(desc_len_count[0:3])

3    12346
6     5503
7     5423
Name: Description_length, dtype: int64

plt.figure(figsize=(20, 10))
sns.barplot(desc_len_count.index[0:11], desc_len_count[0:11])
plt.title('Item Description having most frequent number of words',fontsize=20)
plt.xticks(rotation = 0,wrap = True,fontsize = 15)
plt.xlabel('Number of words',fontsize=15)
plt.ylabel('Frequency',fontsize=15)
plt.show()

Insight 3 from Item Description:

• This tells us that there are a lot of item descriptions having 3 words in it
• The item descriptions with shorter length are siginificantly higher than longer description lengths

Text Processing:

Most of the time, the first steps of an NLP project is to "tokenize" your documents, which main purpose is to normalize our texts. The three fundamental stages will usually include:

• break the descriptions into sentences and then break the sentences into tokens
• remove punctuation and stop words
• lowercase the tokens

Wordcloud for Item Description:

To check frequently occuring most important words in the description

from nltk.corpus import stopwords
stopwords = set(stopwords.words("english"))
from nltk.stem import WordNetLemmatizer
lemmatizer = WordNetLemmatizer()
from PIL import Image

# checking length of stop words
len(stopwords)
from string import punctuation
punctuation = list(punctuation)
stopwords.update(punctuation)
# adding punctuation to stopwords


# wordcloud for Item Description variable with 500 most occuring words
doc1 = []
for i in range(0,data1.shape[0]):
    text = str(data1["item_description"][i])
    text = text.lower()
    text = re.sub("[^a-zA-Z]", " ", text)
    text = nltk.word_tokenize(text)
    text = [lemmatizer.lemmatize(word) for word in text if word not in stopwords and len(word)>2]
    text = " ".join(text)
    doc1.append(text)

# join string
doc2 = "".join(doc1)


# wordcloud visualization
img = np.array(Image.open("C:/Users/Rohit/Downloads/cmt.png")) 
wordcloud = WordCloud(width=1000,height= 500,relative_scaling=1.0,mask=img,max_words=1000,
                      background_color='white',
                      stopwords=stopwords,
                      min_font_size=10).generate(doc2)

plt.figure(figsize=(15,10), facecolor=None)
plt.imshow(wordcloud)
plt.axis("off")
plt.show()

WordCloud for Item Description of Top 6 Categories

from nltk.corpus import stopwords
from PIL import Image
stp=set(stopwords.words('english'))
j=0
plt.figure(figsize=(8,10))
for i in data1["Main_categ"].value_counts().index[:6]:
      text = data1.loc[data1["Main_categ"] == str(i)]["item_description"]
    # text = data1.loc[data1['main_category']==str(i)]
    # text = text['item_description']
    text = "".join(text)
    mask = np.array(Image.open('C:/Users/Rohit/Downloads/'+str(i)+'.png'))
    wordcloud = WordCloud(width=2000, height=1500, relative_scaling=1.0, max_words=100, mask=mask,
                          background_color='white',
                          stopwords=stp,
                          min_font_size=10,).generate(text)
# With relative_scaling=1, a word that is twice as frequent will have twice the size. 
# If you want to consider the word frequencies and not only their rank, relative_scaling around .5 often looks good. 
# If ‘auto’ it will be set to 0.5 unless repeat is true, in which case it will be set to 0.    
    
    # plot the WordCloud image
    if j < 6:
        j = j + 1
        plt.subplot(3,2,j)
        plt.imshow(wordcloud)
        plt.axis("off")
        plt.show()

Interactive / Hovering Clustering graph with bokeh library:

Step 1- Pre-Processing: tf-idf

tf-idf is the acronym for Term Frequency–inverse Document Frequency. It quantifies the importance of a particular word in relative to the vocabulary of a collection of documents or corpus. The metric depends on two factors:

Term Frequency: the occurences of a word in a given document (i.e. bag of words) Inverse Document Frequency: the reciprocal number of times a word occurs in a corpus of documents Think about of it this way: If the word is used extensively in all documents, its existence within a specific document will not be able to provide us much specific information about the document itself. So the second term could be seen as a penalty term that penalizes common words such as "a", "the", "and", etc. tf-idf can therefore, be seen as a weighting scheme for words relevancy in a specific document.

data2=data1.copy()

from nltk.stem import WordNetLemmatizer
lemmatizer = WordNetLemmatizer()
from nltk.corpus import stopwords
stp=set(stopwords.words('english'))


def tokenize(text):
    text = str(text)
    text = text.lower()
    text = re.sub("[^a-zA-Z]", " ", text)
    text = nltk.word_tokenize(text)
    text = [lemmatizer.lemmatize(word) for word in text if word not in stp and len(word) > 2]
    return text


data2['tokens'] = data2['item_description'].map(tokenize)
from sklearn.feature_extraction.text import TfidfVectorizer
vectorizer = TfidfVectorizer(min_df=10,
                             max_features=180000,
                             tokenizer=tokenize,
                             )

data3 = data2.sample(n=15000)
vz = vectorizer.fit_transform(list(data3['item_description']))

df_idf = pd.DataFrame(vectorizer.idf_, index=vectorizer.get_feature_names(),columns=["tfidf"])


# Given the high dimension of our tfidf matrix, we need to reduce their dimension using the 
# Singular Value Decomposition (SVD) technique. And to visualize our vocabulary, we could next use t-SNE to 
# reduce the dimension from 50 to 2. t-SNE is more suitable for dimensionality reduction to 2 or 3.

from sklearn.decomposition import TruncatedSVD

n_comp=30
svd = TruncatedSVD(n_components=n_comp, random_state=0)
svd_tfidf = svd.fit_transform(vz)

from sklearn.manifold import TSNE
tsne_model = TSNE(n_components=2, random_state=0, n_iter=1000,perplexity=75)

tsne_tfidf= tsne_model.fit_transform(svd_tfidf)

Step 2- Singular Vector Decomposition:

• Given the high dimension of our tfidf matrix, we need to reduce their dimension using the Singular Value Decomposition (SVD) technique.
• And to visualize our vocabulary, we could next use t-SNE to reduce the dimension from 50 to 2.
• t-SNE is more suitable for dimensionality reduction to 2 or 3.
• In this case 2 coz we need to plot x-y axis

from sklearn.decomposition import TruncatedSVD

n_comp=30
svd = TruncatedSVD(n_components=n_comp, random_state=0)
svd_tfidf = svd.fit_transform(vz)

Step 2 - t Distributed Stochastic Neighbor Embedding (t-SNE)

• t-SNE is a technique for dimensionality reduction that is particularly well suited for the visualization of high-dimensional datasets.
• The goal is to take a set of points in a high-dimensional space and find a representation of those points in a lower-dimensional space, typically the 2D plane.
• It is based on probability distributions with random walk on neighborhood graphs to find the structure within the data. But since t-SNE complexity is significantly high, usually we'd use other high-dimension reduction techniques before applying t-SNE.

from sklearn.manifold import TSNE
tsne_model = TSNE(n_components=2, random_state=0, n_iter=1000,perplexity=75)

tsne_tfidf= tsne_model.fit_transform(svd_tfidf)

Step 4- K means Clustering:

• K-means clustering obejctive is to minimize the average squared Euclidean distance of the document / description from their cluster centroids.

from sklearn.cluster import KMeans
tfidf_df = pd.DataFrame(tsne_tfidf, columns=['x', 'y'])

temp = tfidf_df.copy() 
model_kmeans = KMeans(n_clusters=10,random_state=10).fit(tfidf_df)
temp['description'] = data2['item_description']
temp['tokens'] = data2['tokens']
temp['category'] = data2['Main_categ']
temp['cluster'] = model_kmeans.predict(tfidf_df)

from bokeh.plotting import figure,show
from bokeh.io import output_file, output_notebook
from bokeh.transform import linear_cmap
from bokeh.palettes import Category10
from bokeh.resources import INLINE
import bokeh.io
bokeh.io.output_notebook(INLINE)



temp.to_csv("C:/Users/Rohit/Downloads/tfidf_tsne.csv")
sample = pd.read_csv("C:/Users/Rohit/Downloads/tfidf_tsne.csv")
tooltip = [("Description","@description"),
             ("Tokens","@tokens"),
            ("Category","@category"),
           ("Cluster","@cluster")
          ]
mapper = linear_cmap(field_name='cluster', palette=Category10[10],low=0,high=9)
#output_notebook()
p= figure(plot_width=900, plot_height=900,
          title="K-Means clustering of the item description",
          tools="pan,wheel_zoom,box_zoom,reset,hover",
          tooltips = tooltip)

p.scatter("x","y",source = sample, alpha=0.7,color = mapper)
output_file("output_file_name.html")
output_notebook()


# from IPython.display import IFrame
# IFrame(src='output_file_name.html', width=900, height=900)
show(p)

Loading BokehJS ...

Loading BokehJS ...

5. Item Condition:

plt.figure(figsize=(15, 10))
sns.boxplot(x=data1['item_condition_id'], y=np.log1p(data1.price))
plt.title('Box Plot of item condition id VS Product price',fontsize=20)
plt.xlabel('Item Condition ID',fontsize=15)
plt.ylabel('log(price+1)',fontsize=15)
plt.show()

data1.groupby(['item_condition_id'])['price'].agg('median')

item_condition_id
1    18.0
2    18.0
3    16.0
4    15.0
5    19.0
Name: price, dtype: float64

Insight 1 from Item Condition:

• The median of Item condition as 5 is higher than the others which states that items with item condition 5 were more expensive than others

Item Condition For every Main Category

from collections import Counter
index = []
[index.append(key) for key, value in Counter(data1['Main_categ']).most_common()]


f,axes = plt.subplots(5, 2, figsize=(15, 30))

for i in range(data1['Main_categ'].nunique()):
    sns.countplot(data1[data1['Main_categ'] == index[i]]['item_condition_id'], ax = axes[int(i/2)][i%2])
    axes[int(i / 2)][i % 2].set_title(index[i],fontsize=15)
    axes[int(i / 2)][i % 2].set_xlabel('Item Condition ID')
    axes[int(i / 2)][i % 2].set_ylabel('Frequency')

Insight 2 for Item Condition:

• Item condition marked as 1, 2 and 3 are most frequent in Women, Kids, Men and Vintage category
• Item condition marked as 4 and 5 are bought significantly less amount of times
• Beauty and Handmade categories have too many Item condition id as 1 as compared to other Item Condition ID
• The most number of poor items which marked as 5 are found in the Electronics category

Item Condition for Top 10 brands

from collections import Counter
temp=data1[data1['brand_name']!='Unknown']
index = []
[index.append(key) for key, value in Counter(temp['brand_name']).most_common()]
top_10 = index[:10]
temp2 = temp[temp['brand_name'].isin(top_10)]

f,axes = plt.subplots(5, 2, figsize=(15, 30))

for i in range(temp2['brand_name'].nunique()):
    sns.countplot(temp2[temp2['brand_name'] == index[i]]['item_condition_id'], ax = axes[int(i/2)][i%2])
    axes[int(i / 2)][i % 2].set_title(index[i],fontsize=15)
    axes[int(i / 2)][i % 2].set_xlabel('Item Condition ID')
    axes[int(i / 2)][i % 2].set_ylabel('Frequency')

Insight 3 from Item Condition ID:

• Brands like Pink, Nike and Michael Kors have more number of New(1) to Good(3) condition items as compared to other brands
• American Eagle doesn't have a single product of poor quality(5)
• Apple has the most number of poor quality(5) products

Step 2 : Applying Machine Learning Models

Coming to our actual problem, we will be now applying machine learing models to give us a price that we should suggest to the seller. As discussed earlier, this is a regression problem, so we will be applying some regressions models based on our data and other factors that we will face during solving.

As we know that nothing is free in this world so we can say that price of data being zero is not possible. We observed that there are some rows which have price as 0. Hence we remove those rows

data2 = data1.loc[data1['price'] > 0]

Seperating dependent and independent variables

feature_cols = ['item_condition_id', 'category_name', 'brand_name', 'shipping']
x = data2[feature_cols] # Independent variables
y = np.log(data2['price']) # Dependent variable

Performing One hot encoding on categorical variables

cat_name = pd.get_dummies(data2["category_name"], drop_first=True) # drop_first=True means dropping the redundant column
brd_name = pd.get_dummies(data2["brand_name"], drop_first=True)

# removing the categorical columns
x.drop(['category_name', 'brand_name'], axis=1, inplace=True)
x1 = pd.concat([x, cat_name, brd_name], axis=1)

Spliting the data into train and test to validate the model

from sklearn.model_selection import train_test_split
x_train, x_test, y_train, y_test = train_test_split(x1, y, test_size=0.3, random_state=10)

1. OLS(Ordinary Least Squares Regression) Model:

from statsmodels.api import OLS
regr = OLS(y_train, x_train)
result = regr.fit()
print("Summary of OLS Model:-")
print(result.summary())

Summary of OLS Model:-

C:\Users\sragh\Anaconda3\lib\site-packages\statsmodels\base\model.py:1362: RuntimeWarning: invalid value encountered in true_divide
  return self.params / self.bse
C:\Users\sragh\Anaconda3\lib\site-packages\scipy\stats\_distn_infrastructure.py:903: RuntimeWarning: invalid value encountered in greater
  return (a < x) & (x < b)
C:\Users\sragh\Anaconda3\lib\site-packages\scipy\stats\_distn_infrastructure.py:903: RuntimeWarning: invalid value encountered in less
  return (a < x) & (x < b)
C:\Users\sragh\Anaconda3\lib\site-packages\scipy\stats\_distn_infrastructure.py:1912: RuntimeWarning: invalid value encountered in less_equal
  cond2 = cond0 & (x <= _a)

                                 OLS Regression Results                                
=======================================================================================
Dep. Variable:                  price   R-squared (uncentered):                   0.961
Model:                            OLS   Adj. R-squared (uncentered):              0.960
Method:                 Least Squares   F-statistic:                              818.2
Date:                Sat, 13 Jun 2020   Prob (F-statistic):                        0.00
Time:                        22:54:54   Log-Likelihood:                         -93904.
No. Observations:              103718   AIC:                                  1.938e+05
Df Residuals:                  100707   BIC:                                  2.226e+05
Df Model:                        3011                                                  
Covariance Type:            nonrobust                                                  
=====================================================================================================================================
                                                                        coef    std err          t      P>|t|      [0.025      0.975]
-------------------------------------------------------------------------------------------------------------------------------------
item_condition_id                                                    -0.1321      0.002    -54.249      0.000      -0.137      -0.127
shipping                                                             -0.2622      0.004    -63.822      0.000      -0.270      -0.254
Beauty/Bath & Body/Bathing Accessories                                0.1779      0.121      1.465      0.143      -0.060       0.416
Beauty/Bath & Body/Cleansers                                         -0.3311      0.088     -3.771      0.000      -0.503      -0.159
Beauty/Bath & Body/Other                                             -0.1160      0.178     -0.650      0.515      -0.465       0.233
Beauty/Bath & Body/Scrubs & Body Treatments                           0.3723      0.093      3.994      0.000       0.190       0.555
Beauty/Bath & Body/Sets                                               0.4129      0.094      4.386      0.000       0.228       0.597
Beauty/Fragrance/Candles & Home Scents                                0.2332      0.052      4.470      0.000       0.131       0.335
Beauty/Fragrance/Kids                                                -0.5552      0.195     -2.850      0.004      -0.937      -0.173
Beauty/Fragrance/Men                                                  0.4068      0.060      6.732      0.000       0.288       0.525
Beauty/Fragrance/Other                                            -3.523e-14   8.65e-15     -4.074      0.000   -5.22e-14   -1.83e-14
Beauty/Fragrance/Sets                                                 0.2191      0.108      2.029      0.042       0.007       0.431
Beauty/Fragrance/Women                                                0.2017      0.037      5.485      0.000       0.130       0.274
Beauty/Hair Care/Conditioners                                         0.2958      0.107      2.777      0.005       0.087       0.505
Beauty/Hair Care/Hair & Scalp Treatments                              0.0676      0.071      0.948      0.343      -0.072       0.207
Beauty/Hair Care/Hair Color                                          -0.1300      0.103     -1.257      0.209      -0.333       0.073
Beauty/Hair Care/Hair Loss Products                                   0.2184      0.232      0.942      0.346      -0.236       0.673
Beauty/Hair Care/Hair Perms & Texturizers                            -0.2395      0.608     -0.394      0.694      -1.431       0.952
Beauty/Hair Care/Hair Relaxers                                       -0.9328      0.608     -1.534      0.125      -2.125       0.259
Beauty/Hair Care/Other                                                0.1688      0.250      0.675      0.500      -0.321       0.659
Beauty/Hair Care/Shampoo & Conditioner Sets                           0.3771      0.066      5.689      0.000       0.247       0.507
Beauty/Hair Care/Shampoo Plus Conditioner                             0.6965      0.326      2.135      0.033       0.057       1.336
Beauty/Hair Care/Shampoos                                             0.0319      0.115      0.276      0.782      -0.194       0.258
Beauty/Hair Care/Styling Products                                     0.0014      0.054      0.027      0.979      -0.104       0.106
Beauty/Hair Care/Styling Tools                                        0.3904      0.128      3.046      0.002       0.139       0.642
Beauty/Makeup/Body                                                   -0.3869      0.094     -4.126      0.000      -0.571      -0.203
Beauty/Makeup/Brushes & Applicators                                  -0.2711      0.055     -4.943      0.000      -0.379      -0.164
Beauty/Makeup/Eyes                                                   -0.1389      0.036     -3.820      0.000      -0.210      -0.068
Beauty/Makeup/Face                                                    0.0421      0.036      1.166      0.244      -0.029       0.113
Beauty/Makeup/Lips                                                   -0.0713      0.036     -1.963      0.050      -0.142      -0.000
Beauty/Makeup/Makeup Palettes                                         0.3112      0.038      8.186      0.000       0.237       0.386
Beauty/Makeup/Makeup Remover                                         -0.0096      0.127     -0.076      0.940      -0.259       0.239
Beauty/Makeup/Makeup Sets                                             0.2341      0.044      5.366      0.000       0.149       0.320
Beauty/Makeup/Nails                                                  -0.2037      0.045     -4.556      0.000      -0.291      -0.116
Beauty/Makeup/Other                                                   0.1793      0.218      0.823      0.410      -0.247       0.606
Beauty/Other/Other                                                    0.0609      0.125      0.488      0.626      -0.184       0.306
Beauty/Skin Care/Body                                                 0.0276      0.040      0.692      0.489      -0.050       0.106
Beauty/Skin Care/Eyes                                                 0.1455      0.087      1.673      0.094      -0.025       0.316
Beauty/Skin Care/Face                                                 0.0727      0.038      1.913      0.056      -0.002       0.147
Beauty/Skin Care/Feet                                                -0.0242      0.114     -0.212      0.832      -0.248       0.200
Beauty/Skin Care/Hands & Nails                                       -0.2816      0.106     -2.644      0.008      -0.490      -0.073
Beauty/Skin Care/Lips                                                -0.2192      0.095     -2.308      0.021      -0.405      -0.033
Beauty/Skin Care/Maternity                                           -0.4752      0.608     -0.781      0.435      -1.667       0.717
Beauty/Skin Care/Other                                               -0.0715      0.232     -0.308      0.758      -0.526       0.383
Beauty/Skin Care/Sets & Kits                                         -0.0236      0.250     -0.094      0.925      -0.514       0.467
Beauty/Skin Care/Sun                                                  0.2190      0.082      2.666      0.008       0.058       0.380
Beauty/Tools & Accessories/Bags & Cases                              -0.0601      0.101     -0.595      0.552      -0.258       0.138
Beauty/Tools & Accessories/Bathing Accessories                       -0.5963      0.608     -0.981      0.327      -1.788       0.596
Beauty/Tools & Accessories/Cotton & Swabs                         -3.219e-13   1.03e-14    -31.132      0.000   -3.42e-13   -3.02e-13
Beauty/Tools & Accessories/Epilators                                 -0.3164      0.305     -1.036      0.300      -0.915       0.282
Beauty/Tools & Accessories/Hair Styling Tools                         0.5462      0.052     10.493      0.000       0.444       0.648
Beauty/Tools & Accessories/Makeup Brushes & Tools                    -0.0942      0.043     -2.201      0.028      -0.178      -0.010
Beauty/Tools & Accessories/Mirrors                                    0.3483      0.129      2.696      0.007       0.095       0.601
Beauty/Tools & Accessories/Nail Tools                                -0.1049      0.109     -0.959      0.337      -0.319       0.109
Beauty/Tools & Accessories/Other                                      0.0785      0.172      0.458      0.647      -0.258       0.415
Beauty/Tools & Accessories/Toiletry Kits                              1.0457      0.608      1.720      0.086      -0.146       2.238
Beauty/Tools & Accessories/Tweezers                                  -0.4451      0.274     -1.627      0.104      -0.981       0.091
Beauty/Tools & Accessories/Waxing                                     0.0321      0.147      0.219      0.827      -0.256       0.320
Electronics/Cameras & Photography/Binoculars & Telescopes            -0.0388      0.352     -0.110      0.912      -0.729       0.651
Electronics/Cameras & Photography/Camcorders                          1.1609      0.241      4.821      0.000       0.689       1.633
Electronics/Cameras & Photography/Camera & Photo Accessories          0.6773      0.088      7.692      0.000       0.505       0.850
Electronics/Cameras & Photography/Digital Cameras                     1.2615      0.089     14.154      0.000       1.087       1.436
Electronics/Cameras & Photography/Film Photography                    0.7793      0.111      7.012      0.000       0.561       0.997
Electronics/Cameras & Photography/Flashes & Flash Accessories         0.9315      0.431      2.163      0.031       0.087       1.776
Electronics/Cameras & Photography/Lenses & Filters                    0.7293      0.183      3.978      0.000       0.370       1.089
Electronics/Cameras & Photography/Lighting & Studio                   0.5097      0.352      1.448      0.148      -0.180       1.200
Electronics/Cameras & Photography/Other                              -0.4860      0.618     -0.786      0.432      -1.697       0.725
Electronics/Cameras & Photography/Tripods & Supports                 -0.1231      0.173     -0.711      0.477      -0.463       0.216
Electronics/Car Audio, Video & GPS/Car Security & Convenience         0.9091      0.608      1.495      0.135      -0.283       2.101
Electronics/Car Audio, Video & GPS/Car Speakers & Systems          -1.37e-13    7.5e-15    -18.271      0.000   -1.52e-13   -1.22e-13
Electronics/Car Audio, Video & GPS/Car Stereos & Components           0.5683      0.459      1.237      0.216      -0.332       1.469
Electronics/Car Audio, Video & GPS/Car Subwoofers                     1.6341      0.608      2.687      0.007       0.442       2.826
Electronics/Car Audio, Video & GPS/Car Video                          0.8774      0.352      2.492      0.013       0.187       1.568
Electronics/Car Audio, Video & GPS/GPS Accessories & Mounts          -0.6066      0.431     -1.409      0.159      -1.451       0.237
Electronics/Car Audio, Video & GPS/GPS Units & Equipment              0.7512      0.214      3.511      0.000       0.332       1.170
Electronics/Car Audio, Video & GPS/Other                           -3.28e-13   1.15e-14    -28.602      0.000    -3.5e-13   -3.06e-13
Electronics/Car Audio, Video & GPS/Other Accessories                 -0.3678      0.352     -1.044      0.296      -1.058       0.322
Electronics/Cell Phones & Accessories/Batteries                      -0.1393      0.176     -0.792      0.428      -0.484       0.205
Electronics/Cell Phones & Accessories/Cables & Adapters              -0.4552      0.052     -8.711      0.000      -0.558      -0.353
Electronics/Cell Phones & Accessories/Cases, Covers & Skins          -0.3007      0.036     -8.272      0.000      -0.372      -0.229
Electronics/Cell Phones & Accessories/Cell Phone Accessories         -0.1960      0.041     -4.753      0.000      -0.277      -0.115
Electronics/Cell Phones & Accessories/Cell Phones & Smartphones       1.2770      0.044     29.118      0.000       1.191       1.363
Electronics/Cell Phones & Accessories/Chargers & Cradles             -0.3014      0.059     -5.071      0.000      -0.418      -0.185
Electronics/Cell Phones & Accessories/Headsets                        0.0370      0.063      0.584      0.559      -0.087       0.161
Electronics/Cell Phones & Accessories/Other                           0.5748      0.218      2.639      0.008       0.148       1.002
Electronics/Cell Phones & Accessories/Screen Protectors              -0.6831      0.063    -10.901      0.000      -0.806      -0.560
Electronics/Computers & Tablets/Components & Parts                    0.5638      0.083      6.783      0.000       0.401       0.727
Electronics/Computers & Tablets/Desktops & All-In-Ones                1.5344      0.210      7.304      0.000       1.123       1.946
Electronics/Computers & Tablets/Drives, Storage & Media               0.2341      0.118      1.983      0.047       0.003       0.465
Electronics/Computers & Tablets/Laptops & Netbooks                    1.6285      0.069     23.653      0.000       1.494       1.763
Electronics/Computers & Tablets/Networking & Connectivity             0.5507      0.190      2.894      0.004       0.178       0.924
Electronics/Computers & Tablets/Other                                 0.1683      0.178      0.943      0.346      -0.182       0.518
Electronics/Computers & Tablets/Printers, Scanners & Supplies         0.4378      0.131      3.352      0.001       0.182       0.694
Electronics/Computers & Tablets/iPad/Tablet/eBook Access              0.6712      0.073      9.160      0.000       0.528       0.815
Electronics/Computers & Tablets/iPad/Tablet/eBook Readers             1.0713      0.067     15.903      0.000       0.939       1.203
Electronics/Media/Blu-Ray                                             0.1693      0.063      2.709      0.007       0.047       0.292
Electronics/Media/CD                                                 -0.0086      0.067     -0.130      0.897      -0.139       0.122
Electronics/Media/DVD                                                -0.0482      0.042     -1.147      0.251      -0.131       0.034
Electronics/Media/Other                                               0.1933      0.205      0.943      0.346      -0.209       0.595
Electronics/Media/VHS                                                -0.0411      0.134     -0.308      0.758      -0.303       0.221
Electronics/Other/Other                                               0.7726      0.091      8.478      0.000       0.594       0.951
Electronics/TV, Audio & Surveillance/DVD & Blu-ray Players            0.5200      0.173      3.011      0.003       0.182       0.859
Electronics/TV, Audio & Surveillance/Gadgets                          0.9520      0.083     11.513      0.000       0.790       1.114
Electronics/TV, Audio & Surveillance/Headphones                      -0.0835      0.054     -1.539      0.124      -0.190       0.023
Electronics/TV, Audio & Surveillance/Home Audio                       0.3805      0.330      1.153      0.249      -0.267       1.028
Electronics/TV, Audio & Surveillance/Home Speakers & Subwoofers       0.1478      0.158      0.937      0.349      -0.161       0.457
Electronics/TV, Audio & Surveillance/Home Surveillance                0.7674      0.168      4.555      0.000       0.437       1.098
Electronics/TV, Audio & Surveillance/Other                            1.1260      0.309      3.648      0.000       0.521       1.731
Electronics/TV, Audio & Surveillance/Portable Audio & Accessories     0.4522      0.065      6.918      0.000       0.324       0.580
Electronics/TV, Audio & Surveillance/Televisions                      0.8169      0.122      6.703      0.000       0.578       1.056
Electronics/Video Games & Consoles/Accessories                        0.2771      0.054      5.122      0.000       0.171       0.383
Electronics/Video Games & Consoles/Consoles                           1.5242      0.054     28.046      0.000       1.418       1.631
Electronics/Video Games & Consoles/Games                              0.2594      0.041      6.370      0.000       0.180       0.339
Electronics/Video Games & Consoles/Other                              1.1868      0.609      1.948      0.051      -0.007       2.381
Electronics/Video Games & Consoles/Replacement Parts & Tools         -0.1443      0.608     -0.237      0.812      -1.336       1.048
Electronics/Video Games & Consoles/Strategy Guides                    0.0521      0.305      0.171      0.865      -0.546       0.651
Electronics/Video Games & Consoles/Video Gaming Merchandise           0.3636      0.078      4.670      0.000       0.211       0.516
Handmade/Accessories/Apron                                           -0.8211      0.431     -1.907      0.057      -1.665       0.023
Handmade/Accessories/Charm                                           -0.1499      0.103     -1.461      0.144      -0.351       0.051
Handmade/Accessories/Cuff                                         -1.414e-13   7.82e-15    -18.076      0.000   -1.57e-13   -1.26e-13
Handmade/Accessories/Eyewear                                       1.056e-14   7.98e-15      1.324      0.186   -5.08e-15    2.62e-14
Handmade/Accessories/Gloves                                          -0.1671      0.155     -1.076      0.282      -0.471       0.137
Handmade/Accessories/Hair                                             0.9122      0.073     12.521      0.000       0.769       1.055
Handmade/Accessories/Hat                                             -0.1357      0.431     -0.315      0.753      -0.980       0.708
Handmade/Accessories/Keychain                                        -0.4793      0.105     -4.563      0.000      -0.685      -0.273
Handmade/Accessories/Lanyard                                         -0.2184      0.069     -3.166      0.002      -0.354      -0.083
Handmade/Accessories/Leg Warmers                                     -0.2349      0.195     -1.206      0.228      -0.617       0.147
Handmade/Accessories/Men                                              0.3987      0.186      2.144      0.032       0.034       0.763
Handmade/Accessories/Other                                            0.3919      0.352      1.113      0.266      -0.298       1.082
Handmade/Accessories/Patch                                           -0.9234      0.089    -10.389      0.000      -1.098      -0.749
Handmade/Accessories/Pin                                             -0.6131      0.151     -4.064      0.000      -0.909      -0.317
Handmade/Accessories/Pinback Button                                  -0.6674      0.128     -5.206      0.000      -0.919      -0.416
Handmade/Accessories/Scarf                                           -0.3502      0.431     -0.813      0.416      -1.194       0.494
Handmade/Accessories/Wallet                                          -0.8585      0.608     -1.412      0.158      -2.050       0.333
Handmade/Accessories/Women                                           -0.7598      0.352     -2.158      0.031      -1.450      -0.070
Handmade/Art/Collages                                                -0.3431      0.608     -0.564      0.573      -1.535       0.849
Handmade/Art/Drawings                                                -0.5666      0.431     -1.316      0.188      -1.411       0.277
Handmade/Art/Illustration                                            -0.1097      0.431     -0.255      0.799      -0.954       0.734
Handmade/Art/Other                                                   -0.2949      0.155     -1.899      0.058      -0.599       0.009
Handmade/Art/Painting                                                 0.0167      0.151      0.111      0.912      -0.279       0.312
Handmade/Art/Photography                                           4.922e-14   7.49e-15      6.571      0.000    3.45e-14    6.39e-14
Handmade/Art/Print                                                   -0.4266      0.232     -1.840      0.066      -0.881       0.028
Handmade/Art/Printmaking                                             -0.2762      0.352     -0.784      0.433      -0.966       0.414
Handmade/Art/Sculptures                                              -0.4945      0.352     -1.404      0.160      -1.185       0.196
Handmade/Bags and Purses/Backpack                                     0.2299      0.161      1.428      0.153      -0.086       0.546
Handmade/Bags and Purses/Clutch                                    1.162e-13   6.03e-15     19.264      0.000    1.04e-13    1.28e-13
Handmade/Bags and Purses/Hip Bag                                      0.1112      0.217      0.512      0.609      -0.314       0.537
Handmade/Bags and Purses/Laptop                                       1.1452      0.608      1.883      0.060      -0.047       2.337
Handmade/Bags and Purses/Novelty                                      0.3385      0.610      0.555      0.579      -0.856       1.533
Handmade/Bags and Purses/Pouch                                        0.5031      0.305      1.647      0.099      -0.095       1.102
Handmade/Bags and Purses/Purse                                        1.0392      0.068     15.338      0.000       0.906       1.172
Handmade/Bags and Purses/Tote                                         0.4978      0.121      4.102      0.000       0.260       0.736
Handmade/Bags and Purses/Wallet                                       0.1198      0.608      0.197      0.844      -1.072       1.312
Handmade/Bags and Purses/Wristlet                                     0.4949      0.082      6.025      0.000       0.334       0.656
Handmade/Books and Zines/Book                                        -0.4609      0.608     -0.758      0.449      -1.653       0.731
Handmade/Books and Zines/Bookmark                                     0.1665      0.611      0.272      0.785      -1.031       1.365
Handmade/Books and Zines/Journal                                     -0.5580      0.352     -1.585      0.113      -1.248       0.132
Handmade/Candles/Other                                                0.3103      0.250      1.241      0.215      -0.180       0.800
Handmade/Candles/Stationery                                       -6.386e-14   7.02e-15     -9.096      0.000   -7.76e-14   -5.01e-14
Handmade/Ceramics and Pottery/Home Decor                              0.1862      0.431      0.433      0.665      -0.658       1.030
Handmade/Ceramics and Pottery/Kitchen                                 1.3227      0.608      2.175      0.030       0.131       2.515
Handmade/Ceramics and Pottery/Other                                  -0.6072      0.608     -0.999      0.318      -1.799       0.585
Handmade/Children/Accessories                                        -0.6686      0.608     -1.099      0.272      -1.861       0.523
Handmade/Children/Art                                                -0.8267      0.274     -3.023      0.003      -1.363      -0.291
Handmade/Children/Baby                                                0.2578      0.119      2.160      0.031       0.024       0.492
Handmade/Children/Clothing                                            0.4789      0.431      1.112      0.266      -0.365       1.323
Handmade/Children/Other                                               0.5967      0.608      0.981      0.326      -0.595       1.789
Handmade/Children/Toy                                                -0.5550      0.084     -6.580      0.000      -0.720      -0.390
Handmade/Clothing/Children                                           -0.4628      0.608     -0.761      0.447      -1.655       0.729
Handmade/Clothing/Corset                                              0.2857      0.098      2.910      0.004       0.093       0.478
Handmade/Clothing/Costume                                             0.2450      0.060      4.114      0.000       0.128       0.362
Handmade/Clothing/Lingerie                                            0.1457      0.054      2.708      0.007       0.040       0.251
Handmade/Clothing/Other                                               0.7159      0.608      1.177      0.239      -0.476       1.908
Handmade/Clothing/Shirt                                               0.2820      0.274      1.031      0.303      -0.254       0.818
Handmade/Clothing/Tshirt                                             -0.0886      0.431     -0.206      0.837      -0.933       0.755
Handmade/Clothing/Women                                               0.6445      0.431      1.497      0.134      -0.200       1.489
Handmade/Crochet/Accessories                                         -0.9328      0.608     -1.534      0.125      -2.125       0.259
Handmade/Crochet/Afghan                                            7.982e-14    6.6e-15     12.089      0.000    6.69e-14    9.28e-14
Handmade/Crochet/Bags and Purses                                     -0.4628      0.608     -0.761      0.447      -1.655       0.729
Handmade/Crochet/Clothing                                             0.5256      0.431      1.220      0.222      -0.318       1.370
Handmade/Crochet/Doll                                              6.708e-14   7.91e-15      8.482      0.000    5.16e-14    8.26e-14
Handmade/Crochet/Hat                                                  0.4490      0.352      1.275      0.202      -0.241       1.139
Handmade/Crochet/Housewares                                       -9.509e-15   7.48e-15     -1.272      0.204   -2.42e-14    5.15e-15
Handmade/Crochet/Supplies                                             0.5255      0.274      1.921      0.055      -0.011       1.062
Handmade/Dolls and Miniatures/Animals                                -0.4863      0.608     -0.800      0.424      -1.678       0.706
Handmade/Dolls and Miniatures/Art Doll                             1.454e-14      6e-15      2.423      0.015    2.78e-15    2.63e-14
Handmade/Dolls and Miniatures/Fashion Dolls Apparel                3.299e-14   7.82e-15      4.218      0.000    1.77e-14    4.83e-14
Handmade/Dolls and Miniatures/Human Figure Doll                      -0.3196      0.608     -0.525      0.599      -1.511       0.872
Handmade/Dolls and Miniatures/Miniature                               1.1955      0.608      1.966      0.049       0.004       2.387
Handmade/Dolls and Miniatures/Scale Dollhouse Miniature              -0.3698      0.608     -0.608      0.543      -1.562       0.822
Handmade/Dolls and Miniatures/Scale Models                            0.1002      0.608      0.165      0.869      -1.092       1.292
Handmade/Furniture/Other                                             -0.2395      0.608     -0.394      0.694      -1.431       0.952
Handmade/Geekery/Accessory                                            0.9235      0.608      1.519      0.129      -0.268       2.115
Handmade/Geekery/Gadget                                               0.4535      0.431      1.053      0.292      -0.391       1.298
Handmade/Geekery/Humor                                            -5.964e-15    6.6e-15     -0.903      0.366   -1.89e-14    6.98e-15
Handmade/Geekery/Jewelry                                             -0.1875      0.608     -0.308      0.758      -1.379       1.004
Handmade/Geekery/Science                                          -5.018e-15   6.02e-15     -0.834      0.404   -1.68e-14    6.78e-15
Handmade/Geekery/Toy                                                  0.4073      0.431      0.946      0.344      -0.437       1.251
Handmade/Glass/Bottles                                                0.1068      0.151      0.708      0.479      -0.189       0.402
Handmade/Glass/Bowls                                                 -0.1181      0.352     -0.335      0.737      -0.808       0.572
Handmade/Glass/Dishes                                                -0.0333      0.608     -0.055      0.956      -1.225       1.159
Handmade/Glass/Glassware                                              0.3034      0.172      1.769      0.077      -0.033       0.640
Handmade/Glass/Home Decor                                             1.2275      0.608      2.018      0.044       0.036       2.419
Handmade/Glass/Ornaments                                             -0.7461      0.352     -2.119      0.034      -1.436      -0.056
Handmade/Glass/Other                                                  0.1203      0.431      0.279      0.780      -0.724       0.964
Handmade/Glass/Paperweights                                          -0.6184      0.608     -1.017      0.309      -1.810       0.574
Handmade/Glass/Sculptures                                             0.0465      0.232      0.201      0.841      -0.408       0.501
Handmade/Glass/Stained Glass                                        4.12e-15   6.71e-15      0.614      0.539   -9.03e-15    1.73e-14
Handmade/Glass/Supplies                                             -1.4e-14   6.22e-15     -2.251      0.024   -2.62e-14   -1.81e-15
Handmade/Holidays/Birthday                                           -0.4364      0.352     -1.239      0.215      -1.127       0.254
Handmade/Holidays/Christmas                                           0.2715      0.232      1.171      0.242      -0.183       0.726
Handmade/Holidays/Easter                                              0.1658      0.608      0.273      0.785      -1.026       1.358
Handmade/Holidays/Halloween                                          -0.0192      0.205     -0.094      0.925      -0.421       0.383
Handmade/Holidays/Patriotic                                           0.6767      0.608      1.113      0.266      -0.515       1.869
Handmade/Holidays/Valentine                                           0.4536      0.608      0.746      0.456      -0.738       1.646
Handmade/Housewares/Home Decor                                        0.0650      0.352      0.185      0.854      -0.625       0.755
Handmade/Housewares/Kitchen                                           0.3174      0.431      0.737      0.461      -0.527       1.161
Handmade/Housewares/Magnets                                          -0.3431      0.608     -0.564      0.573      -1.535       0.849
Handmade/Housewares/Other                                          2.845e-14    7.6e-15      3.745      0.000    1.36e-14    4.33e-14
Handmade/Housewares/Pillows                                        -1.17e-14   6.53e-15     -1.792      0.073   -2.45e-14     1.1e-15
Handmade/Housewares/Wall Decor                                       -0.1116      0.186     -0.600      0.549      -0.476       0.253
Handmade/Jewelry/Jewelry                                             -0.4054      0.057     -7.066      0.000      -0.518      -0.293
Handmade/Jewelry/Music                                                0.2355      0.431      0.547      0.584      -0.609       1.080
Handmade/Knitting/Blanket                                             1.1076      0.608      1.821      0.069      -0.084       2.299
Handmade/Knitting/Knitting Supplies                                   0.0310      0.207      0.150      0.881      -0.375       0.437
Handmade/Knitting/Other                                               0.4535      0.608      0.746      0.456      -0.738       1.645
Handmade/Music/Instrument                                             1.1809      0.431      2.742      0.006       0.337       2.025
Handmade/Music/Poster                                                -0.1475      0.431     -0.343      0.732      -0.992       0.697
Handmade/Music/Tape                                                  -0.3358      0.352     -0.954      0.340      -1.026       0.354
Handmade/Music/Vinyl                                                  0.4588      0.104      4.418      0.000       0.255       0.662
Handmade/Needlecraft/Accessories                                   1.314e-14   7.32e-15      1.795      0.073   -1.21e-15    2.75e-14
Handmade/Needlecraft/Cross Stitch                                    -0.5953      0.431     -1.382      0.167      -1.439       0.249
Handmade/Needlecraft/Embroidery                                       0.0372      0.274      0.136      0.892      -0.499       0.573
Handmade/Needlecraft/Pattern                                         -0.2396      0.608     -0.394      0.694      -1.432       0.952
Handmade/Needlecraft/Pillow                                          -0.2396      0.608     -0.394      0.694      -1.432       0.952
Handmade/Needlecraft/Supplies                                        -0.2406      0.195     -1.235      0.217      -0.622       0.141
Handmade/Other/Other                                                 -0.5028      0.126     -3.998      0.000      -0.749      -0.256
Handmade/Others/Custom                                               -0.5632      0.352     -1.600      0.110      -1.253       0.127
Handmade/Others/Educational                                           1.6340      0.608      2.687      0.007       0.442       2.826
Handmade/Others/Graphic Design                                       -0.6734      0.431     -1.564      0.118      -1.517       0.171
Handmade/Others/Magic                                                 0.5905      0.232      2.547      0.011       0.136       1.045
Handmade/Others/Other                                                -0.4148      0.250     -1.659      0.097      -0.905       0.075
Handmade/Others/Personalized                                         -0.5548      0.274     -2.028      0.043      -1.091      -0.019
Handmade/Others/Religious                                            -0.3526      0.274     -1.289      0.197      -0.889       0.184
Handmade/Paper Goods/Bookmark                                        -0.9328      0.608     -1.534      0.125      -2.125       0.259
Handmade/Paper Goods/Cards                                            0.1786      0.124      1.446      0.148      -0.064       0.421
Handmade/Paper Goods/Gift Wrap                                       -0.4014      0.250     -1.605      0.108      -0.891       0.089
Handmade/Paper Goods/Journal                                         -0.4905      0.250     -1.961      0.050      -0.981      -0.000
Handmade/Paper Goods/Notebook                                        -0.2232      0.217     -1.028      0.304      -0.649       0.202
Handmade/Paper Goods/Origami                                          0.2401      0.608      0.395      0.693      -0.952       1.432
Handmade/Paper Goods/Other                                            0.5488      0.608      0.903      0.367      -0.643       1.741
Handmade/Paper Goods/Pad                                           1.009e-14   6.73e-15      1.500      0.134   -3.09e-15    2.33e-14
Handmade/Paper Goods/Scrapbooking                                     0.1932      0.080      2.412      0.016       0.036       0.350
Handmade/Paper Goods/Stationery                                      -0.3490      0.119     -2.925      0.003      -0.583      -0.115
Handmade/Paper Goods/Sticker                                         -0.9381      0.049    -19.177      0.000      -1.034      -0.842
Handmade/Patterns/Crochet                                         -5.892e-15   6.91e-15     -0.853      0.394   -1.94e-14    7.65e-15
Handmade/Patterns/Cross Stitch                                       -0.0554      0.608     -0.091      0.927      -1.247       1.137
Handmade/Patterns/Doll Clothing                                      -1.3115      0.608     -2.157      0.031      -2.503      -0.120
Handmade/Patterns/Handmade                                           -1.1559      0.608     -1.901      0.057      -2.348       0.036
Handmade/Patterns/Knitting                                            0.6378      0.608      1.049      0.294      -0.554       1.830
Handmade/Patterns/Quilt                                               1.4651      0.608      2.409      0.016       0.273       2.657
Handmade/Patterns/Sewing                                              0.1076      0.186      0.579      0.563      -0.257       0.472
Handmade/Pets/Accessories                                            -0.0221      0.431     -0.051      0.959      -0.866       0.822
Handmade/Pets/Bed                                                  1.618e-14   5.57e-15      2.906      0.004    5.27e-15    2.71e-14
Handmade/Pets/Bowl                                                   -0.0619      0.431     -0.144      0.886      -0.906       0.782
Handmade/Pets/Clothing                                            -1.017e-14   7.54e-15     -1.349      0.177   -2.49e-14     4.6e-15
Handmade/Pets/Collar                                                 -0.0406      0.205     -0.198      0.843      -0.442       0.361
Handmade/Pets/Grooming                                                0.4535      0.431      1.053      0.292      -0.391       1.298
Handmade/Pets/Leash                                                   0.4802      0.608      0.790      0.430      -0.712       1.672
Handmade/Pets/Pet Lover                                               0.0610      0.274      0.223      0.824      -0.475       0.597
Handmade/Pets/Small Animal                                           -0.6686      0.608     -1.099      0.272      -1.861       0.523
Handmade/Pets/Tag                                                    -0.0573      0.608     -0.094      0.925      -1.249       1.135
Handmade/Quilts/Other                                                -0.8585      0.608     -1.412      0.158      -2.050       0.333
Handmade/Quilts/Patch                                                -0.2263      0.431     -0.525      0.599      -1.070       0.618
Handmade/Quilts/Wall Hanging                                      -3.611e-14   6.21e-15     -5.816      0.000   -4.83e-14   -2.39e-14
Handmade/Toys/Food                                                   -0.1729      0.134     -1.295      0.195      -0.435       0.089
Handmade/Toys/Other                                                  -0.7151      0.274     -2.614      0.009      -1.251      -0.179
Handmade/Toys/Plush                                                  -0.5202      0.431     -1.208      0.227      -1.364       0.324
Handmade/Weddings/Accessories                                         0.1147      0.166      0.693      0.488      -0.210       0.439
Handmade/Weddings/Bouquets                                            0.0522      0.352      0.148      0.882      -0.638       0.742
Handmade/Weddings/Cake Toppers                                        0.2161      0.352      0.614      0.539      -0.474       0.906
Handmade/Weddings/Decorations                                         0.1563      0.143      1.092      0.275      -0.124       0.437
Handmade/Weddings/Favors                                              0.1567      0.250      0.627      0.531      -0.333       0.647
Handmade/Weddings/Guest Books                                        -0.0573      0.608     -0.094      0.925      -1.249       1.135
Handmade/Weddings/Jewelry                                            -0.3698      0.608     -0.608      0.543      -1.562       0.822
Handmade/Weddings/Men                                                 0.3736      0.608      0.614      0.539      -0.818       1.566
Handmade/Weddings/Other                                               0.2871      0.431      0.667      0.505      -0.557       1.131
Handmade/Weddings/Pillows                                            -0.1075      0.608     -0.177      0.860      -1.299       1.084
Handmade/Woodworking/Home Decor                                       0.2449      0.274      0.895      0.371      -0.291       0.781
Handmade/Woodworking/Jewelry                                         -0.3196      0.608     -0.525      0.599      -1.511       0.872
Handmade/Woodworking/Other                                           -0.0964      0.608     -0.159      0.874      -1.288       1.096
Handmade/Woodworking/Signs                                            2.2453      0.608      3.692      0.000       1.053       3.437
Handmade/Woodworking/Toys                                            -0.6072      0.608     -0.999      0.318      -1.799       0.585
Home/Artwork/Drawings                                                -0.0306      0.172     -0.178      0.859      -0.367       0.306
Home/Artwork/Lithographs, Etchings & Woodcuts                         0.6089      0.431      1.412      0.158      -0.236       1.454
Home/Artwork/Other                                                   -0.1353      0.305     -0.443      0.658      -0.734       0.463
Home/Artwork/Paintings                                                0.0425      0.161      0.265      0.791      -0.272       0.357
Home/Artwork/Photographs                                             -0.3321      0.608     -0.546      0.585      -1.524       0.860
Home/Artwork/Posters & Prints                                        -0.4208      0.084     -4.980      0.000      -0.586      -0.255
Home/Bath/Bath Linen Sets                                             0.5042      0.608      0.829      0.407      -0.688       1.696
Home/Bath/Bath Rugs                                                   0.6134      0.611      1.004      0.315      -0.584       1.811
Home/Bath/Bathroom Accessories                                        0.0438      0.093      0.470      0.638      -0.139       0.227
Home/Bath/Bathroom Furniture Sets                                  7.141e-15   6.72e-15      1.062      0.288   -6.04e-15    2.03e-14
Home/Bath/Other                                                      -0.0242      0.431     -0.056      0.955      -0.868       0.820
Home/Bath/Towels                                                      0.3227      0.134      2.414      0.016       0.061       0.585
Home/Bedding/Bed Pillows                                              0.4601      0.217      2.118      0.034       0.034       0.886
Home/Bedding/Bed in a Bag                                             0.7805      0.431      1.813      0.070      -0.063       1.625
Home/Bedding/Bedspreads & Coverlets                                   0.6239      0.352      1.771      0.077      -0.067       1.315
Home/Bedding/Blankets & Throws                                        0.7284      0.067     10.930      0.000       0.598       0.859
Home/Bedding/Comforters & Sets                                        1.0746      0.105     10.207      0.000       0.868       1.281
Home/Bedding/Decorative Pillows, Inserts & Covers                    -0.0975      0.148     -0.659      0.510      -0.387       0.192
Home/Bedding/Duvet Covers & Sets                                      0.9903      0.167      5.936      0.000       0.663       1.317
Home/Bedding/Feather Beds                                             1.2899      0.608      2.121      0.034       0.098       2.482
Home/Bedding/Mattress Pads                                            0.3343      0.306      1.094      0.274      -0.265       0.934
Home/Bedding/Other                                                   -0.0573      0.608     -0.094      0.925      -1.249       1.135
Home/Bedding/Quilts                                                   0.8398      0.166      5.069      0.000       0.515       1.165
Home/Bedding/Shams, Bed Skirts & Bed Frame Draperies                 -0.4941      0.431     -1.147      0.251      -1.338       0.350
Home/Bedding/Sheets & Pillowcases                                     0.4292      0.086      4.977      0.000       0.260       0.598
Home/Cleaning Supplies/Air Fresheners                                 0.1506      0.135      1.117      0.264      -0.114       0.415
Home/Cleaning Supplies/Brushes                                     1.174e-14   6.63e-15      1.770      0.077   -1.26e-15    2.47e-14
Home/Cleaning Supplies/Dusting                                        0.0859      0.608      0.141      0.888      -1.106       1.278
Home/Cleaning Supplies/Gloves                                        -0.6241      0.352     -1.772      0.076      -1.314       0.066
Home/Cleaning Supplies/Household Cleaners                             0.4042      0.066      6.112      0.000       0.275       0.534
Home/Cleaning Supplies/Mopping                                        0.8155      0.431      1.894      0.058      -0.029       1.660
Home/Cleaning Supplies/Other                                         -0.0207      0.255     -0.081      0.935      -0.521       0.480
Home/Cleaning Supplies/Paper Towels                                   0.1488      0.274      0.544      0.587      -0.387       0.685
Home/Cleaning Supplies/Sweeping                                       2.3372      0.608      3.843      0.000       1.145       3.529
Home/Cleaning Supplies/Trash Bags                                     0.6163      0.431      1.431      0.152      -0.228       1.460
Home/Furniture/Bedroom Furniture                                      1.5020      0.608      2.470      0.014       0.310       2.694
Home/Furniture/Home Bar Furniture                                 -1.373e-14   6.24e-15     -2.201      0.028    -2.6e-14   -1.51e-15
Home/Furniture/Home Entertainment Furniture                           0.7219      0.608      1.187      0.235      -0.470       1.914
Home/Furniture/Home Office Furniture                                 -0.2377      0.608     -0.391      0.696      -1.430       0.954
Home/Furniture/Living Room Furniture                                  1.1770      0.434      2.709      0.007       0.326       2.028
Home/Furniture/Other                                               1.995e-14   6.21e-15      3.215      0.001    7.79e-15    3.21e-14
Home/Furniture/Other Furniture                                        0.2069      0.608      0.340      0.734      -0.985       1.399
Home/Home Appliances/Air Conditioners                              -4.36e-16   6.02e-15     -0.072      0.942   -1.22e-14    1.14e-14
Home/Home Appliances/Air Purifiers                                    0.4631      0.608      0.762      0.446      -0.729       1.655
Home/Home Appliances/Fans                                             0.2478      0.225      1.102      0.270      -0.193       0.688
Home/Home Appliances/Garment Steamers                                 0.1997      0.274      0.730      0.465      -0.336       0.736
Home/Home Appliances/Humidifiers                                      0.2323      0.608      0.382      0.702      -0.960       1.424
Home/Home Appliances/Irons & Ironing Boards                          -0.0357      0.352     -0.101      0.919      -0.726       0.654
Home/Home Appliances/Kitchen Appliances                               0.7365      0.109      6.772      0.000       0.523       0.950
Home/Home Appliances/Refrigerators                                 6.086e-15   6.02e-15      1.011      0.312   -5.71e-15    1.79e-14
Home/Home Appliances/Space Heaters                                    0.0808      0.352      0.229      0.818      -0.609       0.771
Home/Home Appliances/Vacuums & Floor Care                             1.7428      0.197      8.858      0.000       1.357       2.128
Home/Home Appliances/Wine, Beer & Beverage Coolers                    0.2756      0.087      3.173      0.002       0.105       0.446
Home/Home Décor/Area Rugs & Pads                                     0.6243      0.121      5.143      0.000       0.386       0.862
Home/Home Décor/Baskets                                              0.1216      0.170      0.716      0.474      -0.211       0.455
Home/Home Décor/Candles & Holders                                    0.2937      0.067      4.396      0.000       0.163       0.425
Home/Home Décor/Clocks                                               0.0525      0.143      0.366      0.714      -0.228       0.333
Home/Home Décor/Decorative Pillows                                   0.0962      0.084      1.145      0.252      -0.068       0.261
Home/Home Décor/Doormats                                            -0.0573      0.608     -0.094      0.925      -1.249       1.135
Home/Home Décor/Home Décor Accents                                  0.0531      0.039      1.364      0.173      -0.023       0.129
Home/Home Décor/Home Fragrance                                       0.1778      0.055      3.225      0.001       0.070       0.286
Home/Home Décor/Lamps& Accessories                                   0.2117      0.091      2.332      0.020       0.034       0.390
Home/Home Décor/Mirrors                                              0.2102      0.250      0.841      0.401      -0.280       0.700
Home/Home Décor/Other                                               -0.0389      0.166     -0.234      0.815      -0.364       0.286
Home/Home Décor/Photo Albums & Frames                               -0.2737      0.108     -2.537      0.011      -0.485      -0.062
Home/Home Décor/Tapestries                                           0.2779      0.094      2.968      0.003       0.094       0.461
Home/Home Décor/Vases                                                0.0431      0.155      0.278      0.781      -0.261       0.348
Home/Home Décor/Window Treatments                                    0.2821      0.099      2.836      0.005       0.087       0.477
Home/Kids' Home Store/Kids' Bedding                                   0.6161      0.152      4.049      0.000       0.318       0.914
Home/Kids' Home Store/Kids' Flatware                               -7.47e-15   5.92e-15     -1.261      0.207   -1.91e-14    4.14e-15
Home/Kids' Home Store/Kids' Furniture                                 0.8450      0.352      2.400      0.016       0.155       1.535
Home/Kids' Home Store/Kids' Room Décor                              -0.2504      0.129     -1.944      0.052      -0.503       0.002
Home/Kids' Home Store/Nursery Décor                                  0.2180      0.608      0.358      0.720      -0.974       1.410
Home/Kids' Home Store/Other                                          -0.1875      0.431     -0.435      0.663      -1.032       0.657
Home/Kitchen & Dining/Bakeware                                        0.2056      0.078      2.623      0.009       0.052       0.359
Home/Kitchen & Dining/Coffee & Tea Accessories                        0.1280      0.045      2.873      0.004       0.041       0.215
Home/Kitchen & Dining/Cookware                                        0.6733      0.116      5.782      0.000       0.445       0.901
Home/Kitchen & Dining/Dining & Entertaining                           0.2138      0.049      4.352      0.000       0.118       0.310
Home/Kitchen & Dining/Food Service Equipment & Supplies              -0.3754      0.208     -1.801      0.072      -0.784       0.033
Home/Kitchen & Dining/Home Brewing & Wine Making                      0.2979      0.608      0.490      0.624      -0.894       1.490
Home/Kitchen & Dining/Kitchen & Table Linens                         -0.0903      0.118     -0.764      0.445      -0.322       0.141
Home/Kitchen & Dining/Kitchen Knives & Cutlery Accessories            0.6462      0.166      3.896      0.000       0.321       0.971
Home/Kitchen & Dining/Kitchen Utensils & Gadgets                     -0.0247      0.060     -0.412      0.680      -0.142       0.093
Home/Kitchen & Dining/Other                                           0.1626      0.163      0.995      0.320      -0.158       0.483
Home/Kitchen & Dining/Small Appliances                                0.7535      0.134      5.622      0.000       0.491       1.016
Home/Kitchen & Dining/Storage & Organization                          0.0842      0.102      0.822      0.411      -0.117       0.285
Home/Kitchen & Dining/Water Coolers & Filters                         0.0311      0.355      0.088      0.930      -0.665       0.727
Home/Kitchen & Dining/Wine Accessories                               -0.0269      0.126     -0.213      0.831      -0.274       0.220
Home/Other/Other                                                     -0.1828      0.106     -1.732      0.083      -0.390       0.024
Home/Seasonal Décor/Birthday                                        -0.1654      0.608     -0.272      0.786      -1.357       1.027
Home/Seasonal Décor/Christmas                                        0.1079      0.060      1.790      0.074      -0.010       0.226
Home/Seasonal Décor/Day of the Dead                                  0.4299      0.352      1.221      0.222      -0.260       1.120
Home/Seasonal Décor/Easter                                           0.0054      0.187      0.029      0.977      -0.361       0.372
Home/Seasonal Décor/Halloween                                        0.1225      0.060      2.026      0.043       0.004       0.241
Home/Seasonal Décor/Other                                           -0.2395      0.608     -0.394      0.694      -1.431       0.952
Home/Seasonal Décor/Patriotic                                        1.2386      0.608      2.037      0.042       0.047       2.431
Home/Seasonal Décor/St Patrick's                                     0.1294      0.305      0.424      0.672      -0.469       0.728
Home/Seasonal Décor/Thanksgiving                                    -0.0913      0.173     -0.529      0.597      -0.430       0.247
Home/Seasonal Décor/Valentine                                       -0.3150      0.147     -2.141      0.032      -0.603      -0.027
Home/Storage & Organization/Baskets & Bins                            0.0808      0.143      0.564      0.573      -0.200       0.361
Home/Storage & Organization/Bathroom Storage & Organization           0.0743      0.431      0.173      0.863      -0.770       0.918
Home/Storage & Organization/Clothing & Closet Storage                 0.2075      0.118      1.754      0.080      -0.024       0.439
Home/Storage & Organization/Garage Storage & Organization            -0.1875      0.608     -0.308      0.758      -1.379       1.004
Home/Storage & Organization/Jewelry Boxes & Organizers                0.0034      0.070      0.049      0.961      -0.135       0.141
Home/Storage & Organization/Kitchen Storage & Organization            0.6598      0.608      1.085      0.278      -0.532       1.852
Home/Storage & Organization/Laundry Storage & Organization           -0.1801      0.352     -0.511      0.609      -0.870       0.510
Home/Storage & Organization/Other                                     0.0766      0.305      0.251      0.802      -0.522       0.675
Home/Storage & Organization/Racks, Shelves & Drawers                  0.1469      0.149      0.983      0.325      -0.146       0.440
Kids/Bathing & Skin Care/Bathing Tubs & Seats                         0.1121      0.197      0.570      0.569      -0.273       0.498
Kids/Bathing & Skin Care/Other                                       -0.5457      0.460     -1.185      0.236      -1.448       0.357
Kids/Bathing & Skin Care/Shampoo                                      0.4963      0.400      1.242      0.214      -0.287       1.280
Kids/Bathing & Skin Care/Skin Care                                   -0.3172      0.234     -1.355      0.175      -0.776       0.142
Kids/Bathing & Skin Care/Soaps & Cleansers                           -0.0942      0.294     -0.320      0.749      -0.671       0.483
Kids/Bathing & Skin Care/Washcloths & Towels                         -0.2702      0.180     -1.503      0.133      -0.623       0.082
Kids/Boys (4+)/Accessories                                           -0.2874      0.121     -2.366      0.018      -0.526      -0.049
Kids/Boys (4+)/Bottoms                                                0.1745      0.055      3.182      0.001       0.067       0.282
Kids/Boys (4+)/Coats & Jackets                                        0.3283      0.066      4.936      0.000       0.198       0.459
Kids/Boys (4+)/Other                                                  0.2047      0.110      1.859      0.063      -0.011       0.420
Kids/Boys (4+)/Shoes                                                  0.9535      0.046     20.622      0.000       0.863       1.044
Kids/Boys (4+)/Swimwear                                              -0.0848      0.205     -0.413      0.679      -0.487       0.317
Kids/Boys (4+)/Top & T-shirts                                         0.1609      0.049      3.311      0.001       0.066       0.256
Kids/Boys 0-24 Mos/Accessories                                       -0.1887      0.100     -1.878      0.060      -0.386       0.008
Kids/Boys 0-24 Mos/Bottoms                                            0.1664      0.089      1.878      0.060      -0.007       0.340
Kids/Boys 0-24 Mos/Coats & Jackets                                    0.1646      0.084      1.964      0.050       0.000       0.329
Kids/Boys 0-24 Mos/One-Pieces                                         0.0416      0.047      0.882      0.378      -0.051       0.134
Kids/Boys 0-24 Mos/Other                                              0.1569      0.098      1.607      0.108      -0.034       0.348
Kids/Boys 0-24 Mos/Shoes                                              0.3187      0.049      6.482      0.000       0.222       0.415
Kids/Boys 0-24 Mos/Swimwear                                          -0.2419      0.172     -1.407      0.160      -0.579       0.095
Kids/Boys 0-24 Mos/Tops & T-Shirts                                    0.1198      0.057      2.114      0.034       0.009       0.231
Kids/Boys 2T-5T/Accessories                                          -0.0286      0.156     -0.184      0.854      -0.334       0.276
Kids/Boys 2T-5T/Bottoms                                               0.0410      0.065      0.631      0.528      -0.086       0.168
Kids/Boys 2T-5T/Coats & Jackets                                       0.1927      0.079      2.455      0.014       0.039       0.347
Kids/Boys 2T-5T/One-Pieces                                            0.1445      0.120      1.207      0.227      -0.090       0.379
Kids/Boys 2T-5T/Other                                                 0.1973      0.097      2.026      0.043       0.006       0.388
Kids/Boys 2T-5T/Shoes                                                 0.3906      0.043      9.104      0.000       0.307       0.475
Kids/Boys 2T-5T/Swimwear                                             -0.0268      0.195     -0.138      0.890      -0.409       0.355
Kids/Boys 2T-5T/Tops & T-Shirts                                       0.0294      0.053      0.558      0.577      -0.074       0.133
Kids/Car Seats & Accessories/Accessories                             -0.0817      0.106     -0.773      0.440      -0.289       0.125
Kids/Car Seats & Accessories/Car Seats                                0.5377      0.149      3.602      0.000       0.245       0.830
Kids/Car Seats & Accessories/Other                                 9.606e-16   7.64e-15      0.126      0.900    -1.4e-14    1.59e-14
Kids/Diapering/Changing Pads & Covers                                -0.0697      0.352     -0.198      0.843      -0.760       0.620
Kids/Diapering/Cloth Diapers                                          0.3484      0.103      3.379      0.001       0.146       0.550
Kids/Diapering/Diaper Bags                                            1.0761      0.079     13.664      0.000       0.922       1.230
Kids/Diapering/Diaper Pails & Refills                                 0.0422      0.628      0.067      0.946      -1.190       1.274
Kids/Diapering/Disposable Diapers                                     0.3855      0.123      3.130      0.002       0.144       0.627
Kids/Diapering/Other                                              -1.167e-15   5.84e-15     -0.200      0.842   -1.26e-14    1.03e-14
Kids/Diapering/Wipes & Holders                                        0.2834      0.180      1.574      0.115      -0.069       0.636
Kids/Feeding/Bottle-Feeding                                          -0.0971      0.099     -0.982      0.326      -0.291       0.097
Kids/Feeding/Breastfeeding                                            0.1853      0.121      1.529      0.126      -0.052       0.423
Kids/Feeding/Gift Sets                                               -0.7636      0.366     -2.087      0.037      -1.481      -0.046
Kids/Feeding/Highchairs & Booster Seats                               0.3825      0.279      1.369      0.171      -0.165       0.930
Kids/Feeding/Other                                                   -0.0534      0.150     -0.356      0.722      -0.347       0.240
Kids/Feeding/Pacifiers & Accessories                                 -0.2418      0.097     -2.490      0.013      -0.432      -0.051
Kids/Feeding/Pillows & Stools                                     -9.424e-15   8.45e-15     -1.115      0.265    -2.6e-14    7.14e-15
Kids/Feeding/Storage & Containers                                    -0.2864      0.101     -2.830      0.005      -0.485      -0.088
Kids/Gear/Activity Centers & Entertainers                            -0.5963      0.608     -0.981      0.327      -1.788       0.596
Kids/Gear/Baby Gyms & Playmats                                        0.4137      0.184      2.250      0.024       0.053       0.774
Kids/Gear/Baby Seats                                                  0.4162      0.189      2.201      0.028       0.046       0.787
Kids/Gear/Backpacks & Carriers                                        0.4885      0.064      7.632      0.000       0.363       0.614
Kids/Gear/Bicycle Child Seats & Trailers                             -0.1155      0.621     -0.186      0.852      -1.332       1.101
Kids/Gear/Other                                                       0.0038      0.275      0.014      0.989      -0.535       0.543
Kids/Gear/Playards                                                    1.3689      0.464      2.947      0.003       0.459       2.279
Kids/Gear/Shopping Cart Covers                                       -0.1754      0.219     -0.799      0.424      -0.605       0.255
Kids/Gear/Swings, Jumpers & Bouncers                                  0.5383      0.188      2.862      0.004       0.170       0.907
Kids/Gear/Travel Beds                                                 1.6798      0.304      5.532      0.000       1.085       2.275
Kids/Gear/Walkers                                                     0.1770      0.431      0.411      0.681      -0.667       1.021
Kids/Girls (4+)/Accessories                                          -0.2051      0.076     -2.715      0.007      -0.353      -0.057
Kids/Girls (4+)/Coats & Jackets                                       0.1661      0.067      2.478      0.013       0.035       0.297
Kids/Girls (4+)/Dresses                                               0.2977      0.058      5.095      0.000       0.183       0.412
Kids/Girls (4+)/Jeans                                                 0.1432      0.072      1.987      0.047       0.002       0.285
Kids/Girls (4+)/Other                                                 0.1495      0.065      2.296      0.022       0.022       0.277
Kids/Girls (4+)/Shoes                                                 0.3838      0.057      6.793      0.000       0.273       0.495
Kids/Girls (4+)/Swimwear                                              0.0703      0.124      0.566      0.571      -0.173       0.314
Kids/Girls (4+)/Tops & T-Shirts                                       0.1600      0.051      3.123      0.002       0.060       0.260
Kids/Girls 0-24 Mos/Accessories                                      -0.3008      0.069     -4.375      0.000      -0.436      -0.166
Kids/Girls 0-24 Mos/Bottoms                                          -0.0358      0.092     -0.387      0.698      -0.217       0.145
Kids/Girls 0-24 Mos/Coats & Jackets                                   0.1729      0.086      2.007      0.045       0.004       0.342
Kids/Girls 0-24 Mos/Dresses                                           0.0806      0.059      1.363      0.173      -0.035       0.197
Kids/Girls 0-24 Mos/One-Pieces                                        0.0704      0.045      1.554      0.120      -0.018       0.159
Kids/Girls 0-24 Mos/Other                                             0.1801      0.094      1.919      0.055      -0.004       0.364
Kids/Girls 0-24 Mos/Shoes                                             0.1206      0.049      2.475      0.013       0.025       0.216
Kids/Girls 0-24 Mos/Swimwear                                         -0.1477      0.172     -0.860      0.390      -0.484       0.189
Kids/Girls 0-24 Mos/Tops & T-Shirts                                   0.0784      0.061      1.278      0.201      -0.042       0.199
Kids/Girls 2T-5T/Accessories                                         -0.1099      0.118     -0.935      0.350      -0.340       0.120
Kids/Girls 2T-5T/Bottoms                                              0.2952      0.066      4.489      0.000       0.166       0.424
Kids/Girls 2T-5T/Coats & Jackets                                      0.1540      0.076      2.017      0.044       0.004       0.304
Kids/Girls 2T-5T/Dresses                                              0.1860      0.058      3.210      0.001       0.072       0.300
Kids/Girls 2T-5T/One-Pieces                                           0.2416      0.114      2.114      0.034       0.018       0.466
Kids/Girls 2T-5T/Other                                                0.0753      0.101      0.748      0.455      -0.122       0.273
Kids/Girls 2T-5T/Shoes                                                0.2218      0.042      5.224      0.000       0.139       0.305
Kids/Girls 2T-5T/Swimwear                                             0.0151      0.137      0.111      0.912      -0.253       0.283
Kids/Girls 2T-5T/Tops & T-Shirts                                      0.1456      0.053      2.745      0.006       0.042       0.250
Kids/Health & Baby Care/Humidifiers & Vaporizers                      0.3847      0.220      1.750      0.080      -0.046       0.816
Kids/Health & Baby Care/Nail Care                                     0.5621      0.608      0.924      0.355      -0.630       1.754
Kids/Health & Baby Care/Nasal Aspirators                             -0.4518      0.388     -1.165      0.244      -1.212       0.308
Kids/Health & Baby Care/Other                                        -0.2719      0.202     -1.345      0.179      -0.668       0.124
Kids/Health & Baby Care/Teethers                                     -0.2571      0.431     -0.597      0.551      -1.102       0.587
Kids/Health & Baby Care/Teething Relief                              -0.0164      0.431     -0.038      0.970      -0.860       0.828
Kids/Health & Baby Care/Thermometers                                 -1.0058      0.306     -3.292      0.001      -1.605      -0.407
Kids/Health & Baby Care/Toothbrushes                                 -0.4200      0.232     -1.807      0.071      -0.876       0.036
Kids/Nursery/Bedding                                                  0.3837      0.081      4.760      0.000       0.226       0.542
Kids/Nursery/Furniture                                                1.2747      0.443      2.879      0.004       0.407       2.143
Kids/Nursery/Nursery Décor                                           0.1929      0.159      1.213      0.225      -0.119       0.505
Kids/Nursery/Other                                                    0.0816      0.277      0.295      0.768      -0.460       0.624
Kids/Other/Other                                                      0.2880      0.079      3.658      0.000       0.134       0.442
Kids/Potty Training/Potties & Seats                                   0.1134      0.235      0.483      0.629      -0.346       0.573
Kids/Potty Training/Training Pants                                    0.4257      0.511      0.833      0.405      -0.576       1.427
Kids/Pregnancy & Maternity/Breastfeeding Pillows & Stools             0.2312      0.150      1.541      0.123      -0.063       0.525
Kids/Pregnancy & Maternity/Family Planning Tests                     -0.0742      0.147     -0.505      0.613      -0.362       0.214
Kids/Pregnancy & Maternity/Maternity Pillows                          1.1563      0.608      1.901      0.057      -0.036       2.348
Kids/Pregnancy & Maternity/Other                                     -0.2612      0.363     -0.720      0.471      -0.972       0.450
Kids/Pregnancy & Maternity/Prenatal Monitoring Devices                0.9305      0.205      4.538      0.000       0.529       1.332
Kids/Safety/Cabinet Locks & Straps                                    0.1039      0.458      0.227      0.821      -0.794       1.002
Kids/Safety/Edge & Corner Guards                                     -0.4628      0.608     -0.761      0.447      -1.655       0.729
Kids/Safety/Gates & Doorways                                         -0.2206      0.609     -0.362      0.717      -1.413       0.972
Kids/Safety/Harnesses & Leashes                                      -0.2719      0.305     -0.890      0.373      -0.871       0.327
Kids/Safety/Kitchen Safety                                           -0.2766      0.367     -0.753      0.451      -0.996       0.443
Kids/Safety/Monitors                                                  1.5350      0.174      8.842      0.000       1.195       1.875
Kids/Safety/Other                                                    -0.2377      0.608     -0.391      0.696      -1.430       0.954
Kids/Safety/Outdoor Safety                                           -0.2745      0.608     -0.451      0.652      -1.466       0.917
Kids/Strollers/Accessories                                            0.3677      0.217      1.696      0.090      -0.057       0.792
Kids/Strollers/Joggers                                             2.035e-15   8.76e-15      0.232      0.816   -1.51e-14    1.92e-14
Kids/Strollers/Lightweight                                            3.1577      0.886      3.565      0.000       1.422       4.894
Kids/Strollers/Prams                                                1.44e-14   6.12e-15      2.351      0.019     2.4e-15    2.64e-14
Kids/Strollers/Standard                                              -0.3820      0.669     -0.571      0.568      -1.693       0.928
Kids/Strollers/Travel Systems                                         1.6569      0.298      5.556      0.000       1.072       2.241
Kids/Toys/Action Figures & Statues                                    0.1754      0.044      3.977      0.000       0.089       0.262
Kids/Toys/Arts & Crafts                                              -0.3879      0.046     -8.459      0.000      -0.478      -0.298
Kids/Toys/Baby & Toddler Toys                                         0.1635      0.067      2.438      0.015       0.032       0.295
Kids/Toys/Building Toys                                               0.0990      0.100      0.989      0.323      -0.097       0.295
Kids/Toys/Dolls & Accessories                                         0.3026      0.045      6.771      0.000       0.215       0.390
Kids/Toys/Dress Up & Pretend Play                                     0.1509      0.078      1.929      0.054      -0.002       0.304
Kids/Toys/Electronics for Kids                                        0.6696      0.105      6.379      0.000       0.464       0.875
Kids/Toys/Games                                                      -0.1105      0.049     -2.240      0.025      -0.207      -0.014
Kids/Toys/Hobbies                                                    -0.0107      0.055     -0.195      0.845      -0.119       0.097
Kids/Toys/Kids' Furniture, Décor & Storage                           0.1043      0.218      0.479      0.632      -0.322       0.531
Kids/Toys/Learning & Education                                        0.1116      0.106      1.054      0.292      -0.096       0.319
Kids/Toys/Novelty & Gag Toys                                         -0.9797      0.305     -3.208      0.001      -1.578      -0.381
Kids/Toys/Other                                                       0.3796      0.126      3.007      0.003       0.132       0.627
Kids/Toys/Party Supplies                                              0.1036      0.087      1.195      0.232      -0.066       0.274
Kids/Toys/Puzzles                                                    -0.1479      0.108     -1.368      0.171      -0.360       0.064
Kids/Toys/Sports & Outdoor Play                                       0.1269      0.135      0.940      0.347      -0.138       0.391
Kids/Toys/Stuffed Animals & Plush                                     0.0259      0.047      0.554      0.580      -0.066       0.117
Kids/Toys/Toy Remote Control & Play Vehicles                          0.5544      0.080      6.956      0.000       0.398       0.711
Kids/Toys/Tricycles, Scooters & Wagons                                1.3094      0.435      3.009      0.003       0.456       2.162
Men/Athletic Apparel/Jackets                                          0.6486      0.066      9.897      0.000       0.520       0.777
Men/Athletic Apparel/Jerseys                                          0.6951      0.053     13.029      0.000       0.591       0.800
Men/Athletic Apparel/Other                                           -0.1522      0.305     -0.499      0.618      -0.751       0.446
Men/Athletic Apparel/Pants                                            0.3955      0.108      3.665      0.000       0.184       0.607
Men/Athletic Apparel/Shirts & Tops                                    0.0366      0.061      0.604      0.546      -0.082       0.155
Men/Athletic Apparel/Shorts                                           0.0254      0.062      0.407      0.684      -0.097       0.148
Men/Athletic Apparel/Snowsuits & Bibs                                 0.7251      0.437      1.660      0.097      -0.131       1.582
Men/Athletic Apparel/Socks                                           -0.0594      0.071     -0.833      0.405      -0.199       0.080
Men/Athletic Apparel/Tracksuits & Sweats                              0.1452      0.233      0.622      0.534      -0.312       0.603
Men/Athletic Apparel/Vests                                           -0.3324      0.432     -0.770      0.441      -1.178       0.513
Men/Blazers & Sport Coats/Double Breasted                          2.837e-14   6.24e-15      4.546      0.000    1.61e-14    4.06e-14
Men/Blazers & Sport Coats/One Button                                 -1.2125      0.609     -1.992      0.046      -2.405      -0.020
Men/Blazers & Sport Coats/Two Button                                  0.5740      0.364      1.577      0.115      -0.139       1.287
Men/Coats & Jackets/Fleece Jacket                                     0.4753      0.120      3.968      0.000       0.241       0.710
Men/Coats & Jackets/Flight/Bomber                                     0.7572      0.172      4.407      0.000       0.420       1.094
Men/Coats & Jackets/Jean Jacket                                       0.8191      0.181      4.523      0.000       0.464       1.174
Men/Coats & Jackets/Military                                          0.6960      0.352      1.975      0.048       0.005       1.387
Men/Coats & Jackets/Motorcycle                                        0.9578      0.188      5.102      0.000       0.590       1.326
Men/Coats & Jackets/Other                                             0.7288      0.165      4.404      0.000       0.404       1.053
Men/Coats & Jackets/Parka                                             1.4823      0.307      4.834      0.000       0.881       2.083
Men/Coats & Jackets/Peacoat                                           0.7109      0.453      1.568      0.117      -0.178       1.600
Men/Coats & Jackets/Puffer                                            0.8488      0.222      3.817      0.000       0.413       1.285
Men/Coats & Jackets/Rainwear                                          0.6062      0.609      0.995      0.320      -0.588       1.800
Men/Coats & Jackets/Trench                                            0.8687      0.356      2.439      0.015       0.171       1.567
Men/Coats & Jackets/Varsity/Baseball                                  0.8031      0.311      2.584      0.010       0.194       1.412
Men/Coats & Jackets/Vest                                              0.4529      0.142      3.199      0.001       0.175       0.730
Men/Coats & Jackets/Windbreaker                                       0.6306      0.077      8.140      0.000       0.479       0.782
Men/Coats & Jackets/Wool                                              0.7179      0.473      1.517      0.129      -0.210       1.646
Men/Jeans/Baggy, Loose                                                0.2479      0.250      0.991      0.322      -0.243       0.738
Men/Jeans/Boot Cut                                                    0.4769      0.090      5.301      0.000       0.301       0.653
Men/Jeans/Cargo                                                       0.6078      0.354      1.715      0.086      -0.087       1.302
Men/Jeans/Carpenter                                               -7.684e-15   5.38e-15     -1.427      0.153   -1.82e-14    2.87e-15
Men/Jeans/Classic, Straight Leg                                       0.4670      0.065      7.162      0.000       0.339       0.595
Men/Jeans/Other                                                       0.2443      0.218      1.120      0.263      -0.183       0.672
Men/Jeans/Overalls                                                    1.9238      0.304      6.336      0.000       1.329       2.519
Men/Jeans/Relaxed                                                     0.5656      0.134      4.208      0.000       0.302       0.829
Men/Jeans/Slim, Skinny                                                0.4587      0.086      5.353      0.000       0.291       0.627
Men/Men's Accessories/Backpacks, Bags & Briefcases                    0.6288      0.068      9.265      0.000       0.496       0.762
Men/Men's Accessories/Belts                                           0.4910      0.070      6.985      0.000       0.353       0.629
Men/Men's Accessories/Hats                                            0.0582      0.046      1.267      0.205      -0.032       0.148
Men/Men's Accessories/Other                                           0.1334      0.058      2.282      0.023       0.019       0.248
Men/Men's Accessories/Sunglasses                                      0.2235      0.078      2.877      0.004       0.071       0.376
Men/Men's Accessories/Ties                                           -0.3052      0.128     -2.376      0.018      -0.557      -0.053
Men/Men's Accessories/Wallets                                         0.1568      0.082      1.919      0.055      -0.003       0.317
Men/Men's Accessories/Watches                                         0.7764      0.057     13.624      0.000       0.665       0.888
Men/Other/Other                                                       0.0681      0.081      0.838      0.402      -0.091       0.227
Men/Pants/Cargo                                                       0.1274      0.276      0.462      0.644      -0.414       0.668
Men/Pants/Carpenter                                                   0.1212      0.447      0.271      0.786      -0.756       0.998
Men/Pants/Casual Pants                                                0.1904      0.259      0.734      0.463      -0.318       0.699
Men/Pants/Dress - Flat Front                                          0.1249      0.226      0.553      0.580      -0.318       0.567
Men/Pants/Dress - Pleat                                               0.3914      0.704      0.556      0.578      -0.988       1.771
Men/Pants/Khakis, Chinos                                              0.3609      0.134      2.700      0.007       0.099       0.623
Men/Pants/Other                                                       0.6729      0.243      2.774      0.006       0.197       1.148
Men/Shoes/Athletic                                                    1.1207      0.041     27.520      0.000       1.041       1.201
Men/Shoes/Boots                                                       0.9825      0.077     12.766      0.000       0.832       1.133
Men/Shoes/Fashion Sneakers                                            0.9488      0.049     19.288      0.000       0.852       1.045
Men/Shoes/Loafers & Slip-Ons                                          0.5651      0.105      5.401      0.000       0.360       0.770
Men/Shoes/Mules & Clogs                                               0.5466      0.445      1.229      0.219      -0.325       1.418
Men/Shoes/Outdoor                                                     1.5019      0.608      2.470      0.014       0.310       2.694
Men/Shoes/Oxfords                                                     0.6602      0.174      3.805      0.000       0.320       1.000
Men/Shoes/Sandals                                                     0.3655      0.098      3.725      0.000       0.173       0.558
Men/Shoes/Slippers                                                    0.2766      0.169      1.640      0.101      -0.054       0.607
Men/Shoes/Work & Safety                                               1.1212      0.432      2.595      0.009       0.274       1.968
Men/Shorts/Athletic                                                  -0.0432      0.195     -0.222      0.825      -0.426       0.339
Men/Shorts/Board, Surf                                                0.2302      0.306      0.752      0.452      -0.370       0.830
Men/Shorts/Cargo                                                      0.1291      0.140      0.925      0.355      -0.145       0.403
Men/Shorts/Carpenter, Utility                                         0.4862      0.611      0.796      0.426      -0.710       1.683
Men/Shorts/Casual Shorts                                              0.2021      0.090      2.234      0.026       0.025       0.379
Men/Shorts/Denim                                                      0.4077      0.309      1.321      0.187      -0.197       1.013
Men/Shorts/Dress Shorts                                              -0.0342      0.276     -0.124      0.901      -0.576       0.507
Men/Shorts/Khakis, Chinos                                            -0.0259      0.206     -0.126      0.900      -0.430       0.378
Men/Shorts/Other                                                      0.0301      0.306      0.098      0.922      -0.570       0.630
Men/Suits/Other                                                       0.5460      0.624      0.875      0.382      -0.678       1.770
Men/Suits/Three Button                                                0.3468      0.746      0.465      0.642      -1.116       1.810
Men/Suits/Two Button                                                  0.7918      0.431      1.836      0.066      -0.054       1.637
Men/Sweaters/Cardigan                                                 0.4769      0.283      1.688      0.091      -0.077       1.031
Men/Sweaters/Crewneck                                                 0.3423      0.089      3.849      0.000       0.168       0.517
Men/Sweaters/Full Zip                                                 0.3340      0.167      2.000      0.045       0.007       0.661
Men/Sweaters/Other                                                    0.2898      0.236      1.228      0.219      -0.173       0.752
Men/Sweaters/Polo                                                     0.1349      0.307      0.440      0.660      -0.467       0.736
Men/Sweaters/Turtleneck                                            1.826e-14   7.13e-15      2.561      0.010    4.28e-15    3.22e-14
Men/Sweaters/V-Neck                                                   0.0825      0.181      0.457      0.648      -0.271       0.436
Men/Sweaters/Vest                                                     0.0812      0.311      0.261      0.794      -0.529       0.691
Men/Sweats & Hoodies/Hoodie                                           0.5052      0.049     10.304      0.000       0.409       0.601
Men/Sweats & Hoodies/Other                                           -0.0595      0.300     -0.199      0.843      -0.647       0.528
Men/Sweats & Hoodies/Sweatshirt, Pullover                             0.4113      0.055      7.445      0.000       0.303       0.520
Men/Sweats & Hoodies/Track & Sweat Pants                              0.3271      0.065      5.042      0.000       0.200       0.454
Men/Sweats & Hoodies/Track & Sweat Suits                              0.9288      0.252      3.685      0.000       0.435       1.423
Men/Sweats & Hoodies/Track Jacket                                     0.7630      0.608      1.254      0.210      -0.429       1.955
Men/Swimwear/Board Shorts                                             0.3063      0.191      1.600      0.110      -0.069       0.682
Men/Swimwear/Swim Briefs                                              0.4631      0.608      0.762      0.446      -0.729       1.655
Men/Swimwear/Swim Trunks                                              0.1935      0.142      1.367      0.172      -0.084       0.471
Men/Tops/Button-Front                                                 0.1649      0.063      2.628      0.009       0.042       0.288
Men/Tops/Dress Shirts                                                 0.2153      0.114      1.887      0.059      -0.008       0.439
Men/Tops/Hawaiian                                                     0.4655      0.353      1.318      0.187      -0.227       1.158
Men/Tops/Henley                                                       0.2633      0.252      1.043      0.297      -0.232       0.758
Men/Tops/Other                                                        0.1065      0.179      0.595      0.552      -0.244       0.457
Men/Tops/Polo, Rugby                                                  0.2865      0.061      4.662      0.000       0.166       0.407
Men/Tops/T-shirts                                                     0.0450      0.039      1.151      0.250      -0.032       0.122
Men/Tops/Tank                                                        -0.1014      0.119     -0.850      0.395      -0.335       0.132
Men/Tops/Turtleneck                                                  -0.2454      0.610     -0.403      0.687      -1.440       0.949
Other                                                                 0.2324      0.044      5.315      0.000       0.147       0.318
Other/Automotive/Automotive Enthusiast Merchandise                   -1.4436      0.608     -2.374      0.018      -2.636      -0.252
Other/Automotive/Car Care                                            -0.6634      0.352     -1.884      0.060      -1.354       0.027
Other/Automotive/Car Electronics & Accessories                        0.0224      0.131      0.171      0.864      -0.234       0.279
Other/Automotive/Exterior Accessories                                -0.6689      0.082     -8.127      0.000      -0.830      -0.508
Other/Automotive/Interior Accessories                                 0.0358      0.123      0.290      0.772      -0.206       0.278
Other/Automotive/Lights & Lighting Accessories                        0.1200      0.106      1.128      0.259      -0.088       0.328
Other/Automotive/Motorcycle & Powersports                             1.2249      0.250      4.898      0.000       0.735       1.715
Other/Automotive/Performance Parts & Accessories                     -0.2390      0.352     -0.679      0.497      -0.929       0.451
Other/Automotive/Tires & Wheels                                       0.0002      0.431      0.001      1.000      -0.844       0.844
Other/Automotive/Tools & Equipment                                    0.5018      0.111      4.513      0.000       0.284       0.720
Other/Books/Arts & Photography                                       -0.1318      0.186     -0.708      0.479      -0.496       0.233
Other/Books/Biographies & Memoirs                                    -0.1965      0.195     -1.008      0.313      -0.578       0.185
Other/Books/Business & Money                                          0.2955      0.274      1.080      0.280      -0.241       0.832
Other/Books/Children's Books                                         -0.0689      0.071     -0.975      0.330      -0.207       0.070
Other/Books/Christian Books & Bibles                                 -0.0230      0.143     -0.161      0.872      -0.304       0.257
Other/Books/Education & Teaching                                      0.4433      0.075      5.878      0.000       0.295       0.591
Other/Books/Engineering & Transportation                              0.0245      0.608      0.040      0.968      -1.167       1.216
Other/Books/History                                                   0.4376      0.232      1.887      0.059      -0.017       0.892
Other/Books/Literature & Fiction                                     -0.1595      0.052     -3.077      0.002      -0.261      -0.058
Other/Books/Medical Books                                             0.5625      0.121      4.634      0.000       0.325       0.800
Other/Books/Other                                                     0.0614      0.128      0.479      0.632      -0.190       0.313
Other/Books/Politics & Social Sciences                                0.5212      0.431      1.210      0.226      -0.323       1.365
Other/Books/Reference                                                -0.4543      0.250     -1.817      0.069      -0.944       0.036
Other/Books/Religion & Spirituality                                   0.1003      0.128      0.782      0.434      -0.151       0.352
Other/Books/Science & Math                                            0.6449      0.250      2.579      0.010       0.155       1.135
Other/Daily & Travel items/Baby & Child Care                          0.4447      0.189      2.359      0.018       0.075       0.814
Other/Daily & Travel items/Health Care                                0.2428      0.059      4.133      0.000       0.128       0.358
Other/Daily & Travel items/Household Supplies                         0.1419      0.137      1.033      0.301      -0.127       0.411
Other/Daily & Travel items/Medical Supplies & Equipment               0.6648      0.085      7.854      0.000       0.499       0.831
Other/Daily & Travel items/Other                                      0.3606      0.186      1.939      0.053      -0.004       0.725
Other/Daily & Travel items/Personal Care                             -0.0995      0.054     -1.857      0.063      -0.204       0.006
Other/Daily & Travel items/Sports Nutrition                           0.6531      0.069      9.428      0.000       0.517       0.789
Other/Daily & Travel items/Stationery & Party Supplies               -0.4294      0.160     -2.681      0.007      -0.743      -0.115
Other/Magazines/Lifestyle & Cultures                                 -0.0560      0.172     -0.326      0.744      -0.392       0.280
Other/Magazines/Other                                                 0.4379      0.274      1.601      0.109      -0.098       0.974
Other/Musical instruments/Amplifiers & Effects                        1.1152      0.320      3.483      0.000       0.488       1.743
Other/Musical instruments/Band & Orchestra                           -0.1311      0.431     -0.304      0.761      -0.975       0.713
Other/Musical instruments/Brass Instruments                        1.747e-15   6.18e-15      0.283      0.777   -1.04e-14    1.39e-14
Other/Musical instruments/DJ, Electronic Music & Karaoke              0.8559      0.232      3.691      0.000       0.401       1.310
Other/Musical instruments/Drums & Percussion                          1.4487      0.608      2.382      0.017       0.257       2.641
Other/Musical instruments/Guitars                                     0.5828      0.271      2.147      0.032       0.051       1.115
Other/Musical instruments/Instrument Accessories                     -0.1840      0.168     -1.097      0.273      -0.513       0.145
Other/Musical instruments/Keyboards                                   0.7847      0.232      3.385      0.001       0.330       1.239
Other/Musical instruments/Live Sound & Stage                      -4.893e-16   6.59e-15     -0.074      0.941   -1.34e-14    1.24e-14
Other/Musical instruments/Microphones & Accessories                   0.5928      0.217      2.730      0.006       0.167       1.019
Other/Musical instruments/Stringed Instruments                        0.7417      0.262      2.829      0.005       0.228       1.256
Other/Musical instruments/Studio Recording Equipment                  2.4930      0.352      7.080      0.000       1.803       3.183
Other/Musical instruments/Wind & Woodwind Instruments                 1.0729      0.608      1.764      0.078      -0.119       2.265
Other/Office supplies/Basic Supplies                                 -0.3705      0.120     -3.085      0.002      -0.606      -0.135
Other/Office supplies/Calendars                                      -0.2221      0.100     -2.225      0.026      -0.418      -0.026
Other/Office supplies/Electronics                                     0.8152      0.089      9.141      0.000       0.640       0.990
Other/Office supplies/Furniture                                      -0.3307      0.608     -0.544      0.587      -1.523       0.861
Other/Office supplies/Ink & Toner                                     0.0844      0.125      0.675      0.500      -0.161       0.330
Other/Office supplies/Organization                                    0.2150      0.102      2.107      0.035       0.015       0.415
Other/Office supplies/Other                                          -0.3650      0.217     -1.680      0.093      -0.791       0.061
Other/Office supplies/Paper                                          -0.3307      0.608     -0.544      0.587      -1.523       0.861
Other/Office supplies/School Supplies                                 0.0005      0.060      0.008      0.994      -0.116       0.117
Other/Office supplies/Shipping Supplies                              -0.3408      0.047     -7.251      0.000      -0.433      -0.249
Other/Office supplies/Writing                                        -0.1009      0.085     -1.186      0.236      -0.268       0.066
Other/Other/Other                                                     0.1667      0.042      3.984      0.000       0.085       0.249
Other/Pet Supplies/Cage                                               0.4815      0.194      2.484      0.013       0.102       0.861
Other/Pet Supplies/Dogs                                              -0.0532      0.060     -0.880      0.379      -0.172       0.065
Other/Pet Supplies/Others                                            -0.0813      0.075     -1.080      0.280      -0.229       0.066
Sports & Outdoors/Apparel/Accessories                                -0.1421      0.079     -1.802      0.072      -0.297       0.012
Sports & Outdoors/Apparel/Boys                                        0.3122      0.087      3.578      0.000       0.141       0.483
Sports & Outdoors/Apparel/Girls                                      -0.0054      0.102     -0.053      0.958      -0.205       0.195
Sports & Outdoors/Apparel/Men                                         0.6519      0.311      2.095      0.036       0.042       1.262
Sports & Outdoors/Apparel/Other                                       0.5447      0.431      1.265      0.206      -0.299       1.389
Sports & Outdoors/Apparel/Women                                       0.1699      0.132      1.292      0.197      -0.088       0.428
Sports & Outdoors/Exercise/Athletic Training                          0.6304      0.143      4.403      0.000       0.350       0.911
Sports & Outdoors/Exercise/Boxing & MMA                               0.5717      0.219      2.611      0.009       0.143       1.001
Sports & Outdoors/Exercise/Dance/Ballet                               0.1044      0.105      0.992      0.321      -0.102       0.311
Sports & Outdoors/Exercise/Fitness accessories                        0.1289      0.048      2.670      0.008       0.034       0.224
Sports & Outdoors/Exercise/Fitness technology                         0.6002      0.089      6.749      0.000       0.426       0.775
Sports & Outdoors/Exercise/Other                                      1.5139      0.433      3.500      0.000       0.666       2.362
Sports & Outdoors/Exercise/Strength training                          0.6245      0.205      3.046      0.002       0.223       1.026
Sports & Outdoors/Exercise/Yoga & Pilates                             0.1194      0.105      1.136      0.256      -0.087       0.325
Sports & Outdoors/Fan Shop/MLB                                        0.0063      0.076      0.083      0.934      -0.142       0.155
Sports & Outdoors/Fan Shop/NBA                                        0.0919      0.095      0.966      0.334      -0.095       0.279
Sports & Outdoors/Fan Shop/NCAA                                       0.0795      0.080      0.993      0.321      -0.077       0.236
Sports & Outdoors/Fan Shop/NFL                                        0.0493      0.052      0.940      0.347      -0.053       0.152
Sports & Outdoors/Fan Shop/NHL                                        0.3971      0.158      2.516      0.012       0.088       0.706
Sports & Outdoors/Fan Shop/Other                                      0.2321      0.431      0.539      0.590      -0.612       1.076
Sports & Outdoors/Footwear/Cleats                                     0.8466      0.105      8.095      0.000       0.642       1.052
Sports & Outdoors/Footwear/Kids                                      -0.0812      0.609     -0.133      0.894      -1.274       1.112
Sports & Outdoors/Footwear/Women                                      0.7216      0.447      1.614      0.106      -0.154       1.598
Sports & Outdoors/Golf/Electronics                                    1.3794      0.352      3.917      0.000       0.689       2.070
Sports & Outdoors/Golf/Golf Apparel                                   0.3936      0.180      2.183      0.029       0.040       0.747
Sports & Outdoors/Golf/Golf Bags                                      1.9908      0.861      2.311      0.021       0.302       3.679
Sports & Outdoors/Golf/Golf Balls                                     0.3458      0.314      1.103      0.270      -0.269       0.960
Sports & Outdoors/Golf/Golf Shoes                                     1.4110      0.608      2.320      0.020       0.219       2.603
Sports & Outdoors/Golf/Men's Golf Clubs                               1.3268      0.243      5.469      0.000       0.851       1.802
Sports & Outdoors/Golf/Other                                          0.1918      0.305      0.628      0.530      -0.407       0.790
Sports & Outdoors/Other/Other                                         0.2948      0.143      2.060      0.039       0.014       0.575
Sports & Outdoors/Outdoors/Bike & Skate                               0.7540      0.161      4.681      0.000       0.438       1.070
Sports & Outdoors/Outdoors/Boating                                -5.019e-15   7.59e-15     -0.662      0.508   -1.99e-14    9.85e-15
Sports & Outdoors/Outdoors/Fishing                                    0.0834      0.118      0.707      0.479      -0.148       0.315
Sports & Outdoors/Outdoors/Hiking & Camping                           0.2874      0.065      4.407      0.000       0.160       0.415
Sports & Outdoors/Outdoors/Indoor/Outdoor Games                       0.6643      0.112      5.926      0.000       0.445       0.884
Sports & Outdoors/Outdoors/Other                                      0.0594      0.140      0.426      0.670      -0.214       0.333
Sports & Outdoors/Outdoors/Skateboard                                 0.2519      0.111      2.276      0.023       0.035       0.469
Sports & Outdoors/Outdoors/Snowboard                                  0.7408      0.181      4.099      0.000       0.387       1.095
Sports & Outdoors/Outdoors/Water Sports                               0.2747      0.148      1.851      0.064      -0.016       0.566
Sports & Outdoors/Team Sports/All Other Sports                        0.5057      0.608      0.832      0.406      -0.686       1.698
Sports & Outdoors/Team Sports/Baseball & Softball                     0.2120      0.112      1.893      0.058      -0.007       0.432
Sports & Outdoors/Team Sports/Basketball                              0.2143      0.304      0.705      0.481      -0.381       0.810
Sports & Outdoors/Team Sports/Football                                0.1303      0.136      0.961      0.337      -0.135       0.396
Sports & Outdoors/Team Sports/Hockey                                  1.6513      0.610      2.705      0.007       0.455       2.848
Sports & Outdoors/Team Sports/Lacrosse                                0.4133      0.608      0.679      0.497      -0.779       1.605
Sports & Outdoors/Team Sports/Soccer                                  0.3630      0.114      3.173      0.002       0.139       0.587
Sports & Outdoors/Team Sports/Tennis & Racquets                       0.2192      0.326      0.673      0.501      -0.419       0.858
Sports & Outdoors/Team Sports/Volleyball                             -0.1772      0.246     -0.720      0.471      -0.659       0.305
Vintage & Collectibles/Accessories/Apron                             -0.4805      0.609     -0.789      0.430      -1.674       0.713
Vintage & Collectibles/Accessories/Belt                               0.2635      0.431      0.612      0.541      -0.581       1.108
Vintage & Collectibles/Accessories/Buckle                            -0.1270      0.431     -0.295      0.768      -0.971       0.717
Vintage & Collectibles/Accessories/Cuff Links                         0.3454      0.432      0.800      0.424      -0.501       1.192
Vintage & Collectibles/Accessories/Eyewear                            0.1068      0.153      0.696      0.486      -0.194       0.407
Vintage & Collectibles/Accessories/Gloves                             0.2097      0.680      0.308      0.758      -1.123       1.543
Vintage & Collectibles/Accessories/Hat                               -0.1120      0.275     -0.407      0.684      -0.652       0.428
Vintage & Collectibles/Accessories/Keychain                          -0.4043      0.067     -6.009      0.000      -0.536      -0.272
Vintage & Collectibles/Accessories/Other                              0.0478      0.250      0.191      0.848      -0.442       0.538
Vintage & Collectibles/Accessories/Scarf                              0.7380      0.613      1.204      0.229      -0.464       1.940
Vintage & Collectibles/Accessories/Shoes                             -0.3574      0.431     -0.830      0.407      -1.201       0.487
Vintage & Collectibles/Accessories/Wallet                             1.2334      0.702      1.756      0.079      -0.143       2.610
Vintage & Collectibles/Antique/100 Years or Older                     0.6872      0.178      3.852      0.000       0.338       1.037
Vintage & Collectibles/Antique/50 To 75 Years                         0.7059      0.274      2.580      0.010       0.170       1.242
Vintage & Collectibles/Antique/75 To 100 Years                        0.6937      0.305      2.271      0.023       0.095       1.292
Vintage & Collectibles/Antique/Accessories                            0.3062      0.352      0.869      0.385      -0.384       0.996
Vintage & Collectibles/Antique/Bags and Purses                        1.6602      0.352      4.715      0.000       0.970       2.350
Vintage & Collectibles/Antique/Book                                  -0.0323      0.119     -0.271      0.786      -0.266       0.202
Vintage & Collectibles/Antique/Collectibles                           0.2233      0.046      4.817      0.000       0.132       0.314
Vintage & Collectibles/Antique/Electronics                            0.6768      0.195      3.474      0.001       0.295       1.059
Vintage & Collectibles/Antique/Home Decor                             0.2247      0.352      0.638      0.523      -0.466       0.915
Vintage & Collectibles/Antique/Jewelry                                0.1889      0.250      0.756      0.450      -0.301       0.679
Vintage & Collectibles/Antique/Other                                 -0.6072      0.608     -0.999      0.318      -1.799       0.585
Vintage & Collectibles/Antique/Paper Ephemera                         0.4945      0.608      0.813      0.416      -0.697       1.686
Vintage & Collectibles/Antique/Supplies                              -1.1794      0.608     -1.939      0.052      -2.371       0.013
Vintage & Collectibles/Antique/Toy                                   -0.6072      0.608     -0.999      0.318      -1.799       0.585
Vintage & Collectibles/Bags and Purses/Case                           0.9906      0.610      1.625      0.104      -0.204       2.185
Vintage & Collectibles/Bags and Purses/Change Purse                  -0.3411      0.140     -2.435      0.015      -0.616      -0.067
Vintage & Collectibles/Bags and Purses/Clutch                        -0.0709      0.137     -0.517      0.605      -0.340       0.198
Vintage & Collectibles/Bags and Purses/Diaper Bag                  2.738e-15   7.02e-15      0.390      0.697    -1.1e-14    1.65e-14
Vintage & Collectibles/Bags and Purses/Formal                         1.3497      0.276      4.897      0.000       0.809       1.890
Vintage & Collectibles/Bags and Purses/Handbag                        0.8045      0.070     11.532      0.000       0.668       0.941
Vintage & Collectibles/Bags and Purses/Leather                    -3.221e-14   8.69e-15     -3.707      0.000   -4.92e-14   -1.52e-14
Vintage & Collectibles/Bags and Purses/Luggage                        0.9694      0.122      7.961      0.000       0.731       1.208
Vintage & Collectibles/Bags and Purses/Other                         -0.5019      0.608     -0.825      0.409      -1.694       0.690
Vintage & Collectibles/Bags and Purses/Pouch                         -0.5357      0.219     -2.446      0.014      -0.965      -0.106
Vintage & Collectibles/Bags and Purses/Purse                          0.6568      0.105      6.244      0.000       0.451       0.863
Vintage & Collectibles/Bags and Purses/Tote                           1.0064      0.609      1.651      0.099      -0.188       2.201
Vintage & Collectibles/Book/Art                                       0.2644      0.431      0.614      0.539      -0.580       1.108
Vintage & Collectibles/Book/Biography                                -0.3502      0.431     -0.813      0.416      -1.194       0.494
Vintage & Collectibles/Book/Children                                 -0.6185      0.274     -2.261      0.024      -1.155      -0.082
Vintage & Collectibles/Book/Comics                                    0.2559      0.080      3.192      0.001       0.099       0.413
Vintage & Collectibles/Book/Cookbook                                  0.0511      0.274      0.187      0.852      -0.485       0.587
Vintage & Collectibles/Book/Crafting                                 -0.9328      0.608     -1.534      0.125      -2.125       0.259
Vintage & Collectibles/Book/Fiction                                  -0.2721      0.195     -1.397      0.162      -0.654       0.110
Vintage & Collectibles/Book/History                                   0.0245      0.608      0.040      0.968      -1.167       1.216
Vintage & Collectibles/Book/How to                                   -0.3307      0.608     -0.544      0.587      -1.523       0.861
Vintage & Collectibles/Book/Instructional                             0.2069      0.608      0.340      0.734      -0.985       1.399
Vintage & Collectibles/Book/Nonfiction                               -0.1531      0.431     -0.355      0.722      -0.997       0.691
Vintage & Collectibles/Book/Other                                     0.2979      0.608      0.490      0.624      -0.894       1.490
Vintage & Collectibles/Book/Poetry                                    0.0215      0.431      0.050      0.960      -0.823       0.865
Vintage & Collectibles/Book/Reference                                -0.3321      0.608     -0.546      0.585      -1.524       0.860
Vintage & Collectibles/Book/Religion                                  1.0178      0.608      1.674      0.094      -0.174       2.210
Vintage & Collectibles/Book/Scifi                                    -0.1986      0.608     -0.327      0.744      -1.391       0.993
Vintage & Collectibles/Clothing/Blouse                               -0.1986      0.608     -0.327      0.744      -1.391       0.993
Vintage & Collectibles/Clothing/Children                            -1.7e-14   6.87e-15     -2.475      0.013   -3.05e-14   -3.54e-15
Vintage & Collectibles/Clothing/Corset                               -0.2396      0.608     -0.394      0.694      -1.432       0.952
Vintage & Collectibles/Clothing/Dress                                 1.0066      0.197      5.105      0.000       0.620       1.393
Vintage & Collectibles/Clothing/Jacket                                0.6330      0.250      2.530      0.011       0.143       1.123
Vintage & Collectibles/Clothing/Other                                -0.3367      0.307     -1.096      0.273      -0.939       0.265
Vintage & Collectibles/Clothing/Outerwear                             0.0885      0.431      0.206      0.837      -0.756       0.933
Vintage & Collectibles/Clothing/Pants                                 1.2327      0.610      2.022      0.043       0.038       2.428
Vintage & Collectibles/Clothing/Shawl                              2.143e-14   7.37e-15      2.907      0.004    6.98e-15    3.59e-14
Vintage & Collectibles/Clothing/Shirt                                 0.2808      0.305      0.919      0.358      -0.318       0.879
Vintage & Collectibles/Clothing/Shorts                                0.1469      0.105      1.396      0.163      -0.059       0.353
Vintage & Collectibles/Clothing/Skirt                                 0.5176      0.275      1.882      0.060      -0.021       1.057
Vintage & Collectibles/Clothing/Sweater                               0.2131      0.073      2.911      0.004       0.070       0.357
Vintage & Collectibles/Clothing/Swimwear                              0.1255      0.232      0.541      0.589      -0.329       0.580
Vintage & Collectibles/Clothing/Tank                                  0.2180      0.608      0.358      0.720      -0.974       1.410
Vintage & Collectibles/Clothing/Tshirt                                0.2268      0.290      0.783      0.433      -0.341       0.794
Vintage & Collectibles/Collectibles/Doll                              0.3561      0.089      3.985      0.000       0.181       0.531
Vintage & Collectibles/Collectibles/Figurine                          0.4026      0.068      5.883      0.000       0.268       0.537
Vintage & Collectibles/Collectibles/Glass                             0.3695      0.074      4.997      0.000       0.225       0.514
Vintage & Collectibles/Collectibles/Other                             0.3556      0.066      5.360      0.000       0.226       0.486
Vintage & Collectibles/Collectibles/Porcelain                         0.3800      0.181      2.102      0.036       0.026       0.734
Vintage & Collectibles/Collectibles/Souvenir                          0.3131      0.080      3.890      0.000       0.155       0.471
Vintage & Collectibles/Electronics/Camera                             0.7483      0.172      4.359      0.000       0.412       1.085
Vintage & Collectibles/Electronics/Other                             -0.0573      0.608     -0.094      0.925      -1.249       1.135
Vintage & Collectibles/Electronics/Radio                           -2.03e-14   8.73e-15     -2.326      0.020   -3.74e-14    -3.2e-15
Vintage & Collectibles/Electronics/Video Game                         0.2764      0.059      4.722      0.000       0.162       0.391
Vintage & Collectibles/Furniture/Entertainment                       -0.4752      0.608     -0.781      0.435      -1.667       0.717
Vintage & Collectibles/Furniture/Fixture                           -1.67e-14   1.01e-14     -1.661      0.097   -3.64e-14       3e-15
Vintage & Collectibles/Home Decor/Basket                              1.0586      0.441      2.402      0.016       0.195       1.922
Vintage & Collectibles/Home Decor/Box                                 0.7765      0.352      2.205      0.027       0.086       1.467
Vintage & Collectibles/Home Decor/Candle Holder                      -0.0902      0.352     -0.256      0.798      -0.780       0.600
Vintage & Collectibles/Home Decor/Frame                               0.2360      0.352      0.670      0.503      -0.454       0.926
Vintage & Collectibles/Home Decor/Lighting                        -1.625e-15   7.39e-15     -0.220      0.826   -1.61e-14    1.29e-14
Vintage & Collectibles/Home Decor/Other                               0.0768      0.205      0.374      0.708      -0.325       0.479
Vintage & Collectibles/Home Decor/Pillow                          -5.743e-17      6e-15     -0.010      0.992   -1.18e-14    1.17e-14
Vintage & Collectibles/Home Decor/Planter                             0.1069      0.431      0.248      0.804      -0.737       0.951
Vintage & Collectibles/Home Decor/Tray                                0.7035      0.361      1.947      0.052      -0.005       1.412
Vintage & Collectibles/Home Decor/Vase                                0.0637      0.353      0.181      0.857      -0.627       0.755
Vintage & Collectibles/Home Decor/Wall Hanging                        0.1350      0.186      0.726      0.468      -0.230       0.500
Vintage & Collectibles/Housewares/Bowl                                0.4648      0.149      3.124      0.002       0.173       0.756
Vintage & Collectibles/Housewares/Ceramic                             0.5668      0.105      5.395      0.000       0.361       0.773
Vintage & Collectibles/Housewares/Coaster                             0.2530      0.352      0.719      0.472      -0.437       0.943
Vintage & Collectibles/Housewares/Cup                                 0.3276      0.128      2.554      0.011       0.076       0.579
Vintage & Collectibles/Housewares/Glass                               0.5926      0.163      3.631      0.000       0.273       0.912
Vintage & Collectibles/Housewares/Magnet                             -0.7505      0.431     -1.743      0.081      -1.594       0.094
Vintage & Collectibles/Housewares/Other                               0.1069      0.217      0.492      0.623      -0.319       0.533
Vintage & Collectibles/Housewares/Plate                           -4.822e-15   6.27e-15     -0.769      0.442   -1.71e-14    7.48e-15
Vintage & Collectibles/Jewelry/Bracelet                               0.3483      0.147      2.367      0.018       0.060       0.637
Vintage & Collectibles/Jewelry/Brooch                                 0.2527      0.126      2.004      0.045       0.006       0.500
Vintage & Collectibles/Jewelry/Earrings                               0.4322      0.166      2.608      0.009       0.107       0.757
Vintage & Collectibles/Jewelry/Necklace                               0.3199      0.118      2.722      0.006       0.090       0.550
Vintage & Collectibles/Jewelry/Other                                 -0.1176      0.232     -0.507      0.612      -0.572       0.337
Vintage & Collectibles/Jewelry/Pendant                                0.2504      0.104      2.410      0.016       0.047       0.454
Vintage & Collectibles/Jewelry/Ring                                   0.4577      0.127      3.598      0.000       0.208       0.707
Vintage & Collectibles/Jewelry/Watch                                  0.8788      0.172      5.119      0.000       0.542       1.215
Vintage & Collectibles/Other/Other                                    0.1871      0.134      1.401      0.161      -0.075       0.449
Vintage & Collectibles/Paper Ephemera/Other                           0.0497      0.431      0.115      0.908      -0.794       0.894
Vintage & Collectibles/Paper Ephemera/Postcard                       -0.3196      0.608     -0.525      0.599      -1.511       0.872
Vintage & Collectibles/Paper Ephemera/Stamps                          0.2652      0.217      1.221      0.222      -0.160       0.691
Vintage & Collectibles/Serving/Casserole                              0.9408      0.608      1.547      0.122      -0.251       2.133
Vintage & Collectibles/Serving/Cream and Sugar Set                    0.1791      0.433      0.413      0.679      -0.670       1.028
Vintage & Collectibles/Serving/Dinnerware Set                      3.624e-15   7.21e-15      0.503      0.615   -1.05e-14    1.78e-14
Vintage & Collectibles/Serving/Glassware                              0.0148      0.433      0.034      0.973      -0.835       0.864
Vintage & Collectibles/Serving/Mug                                    0.4047      0.090      4.481      0.000       0.228       0.582
Vintage & Collectibles/Serving/Plate                                  0.5832      0.352      1.656      0.098      -0.107       1.273
Vintage & Collectibles/Serving/Salt and Pepper Shakers               -0.2401      0.232     -1.035      0.301      -0.695       0.214
Vintage & Collectibles/Serving/Teacup                                -0.3698      0.608     -0.608      0.543      -1.562       0.822
Vintage & Collectibles/Serving/Teapot                                 0.0995      0.431      0.231      0.817      -0.745       0.944
Vintage & Collectibles/Serving/Tumbler                                0.6135      0.085      7.208      0.000       0.447       0.780
Vintage & Collectibles/Supplies/Bead                                 -0.2600      0.166     -1.571      0.116      -0.585       0.064
Vintage & Collectibles/Supplies/Cabochon                             -0.2735      0.274     -1.000      0.317      -0.810       0.263
Vintage & Collectibles/Supplies/Chain                                 0.5057      0.608      0.832      0.406      -0.686       1.698
Vintage & Collectibles/Supplies/Charm                                 0.5565      0.121      4.585      0.000       0.319       0.794
Vintage & Collectibles/Supplies/Fabric                                0.0162      0.205      0.079      0.937      -0.386       0.418
Vintage & Collectibles/Supplies/Finding                              -0.3196      0.608     -0.525      0.599      -1.511       0.872
Vintage & Collectibles/Supplies/Other                                 0.4889      0.431      1.135      0.256      -0.355       1.333
Vintage & Collectibles/Supplies/Pattern                               0.3501      0.608      0.576      0.565      -0.842       1.542
Vintage & Collectibles/Supplies/Trim                                  0.2180      0.608      0.358      0.720      -0.974       1.410
Vintage & Collectibles/Supplies/Yarn                                  0.1796      0.250      0.718      0.473      -0.311       0.670
Vintage & Collectibles/Toy/Action Figure                              0.2324      0.051      4.515      0.000       0.132       0.333
Vintage & Collectibles/Toy/Animal                                     0.0108      0.160      0.067      0.946      -0.304       0.325
Vintage & Collectibles/Toy/Block                                      0.3323      0.436      0.762      0.446      -0.522       1.187
Vintage & Collectibles/Toy/Car                                        0.1137      0.131      0.870      0.384      -0.142       0.370
Vintage & Collectibles/Toy/Children                                   0.0988      0.608      0.162      0.871      -1.093       1.291
Vintage & Collectibles/Toy/Doll                                       0.4723      0.129      3.649      0.000       0.219       0.726
Vintage & Collectibles/Toy/Electronic                                -0.1579      0.128     -1.229      0.219      -0.410       0.094
Vintage & Collectibles/Toy/Game                                       0.4327      0.193      2.239      0.025       0.054       0.812
Vintage & Collectibles/Toy/Other                                      0.2133      0.187      1.143      0.253      -0.152       0.579
Vintage & Collectibles/Toy/Puzzle                                    -0.4029      0.609     -0.662      0.508      -1.596       0.790
Vintage & Collectibles/Trading Cards/Action, Adventure            -1.202e-14   7.04e-15     -1.707      0.088   -2.58e-14    1.78e-15
Vintage & Collectibles/Trading Cards/Animation                       -0.2788      0.074     -3.744      0.000      -0.425      -0.133
Vintage & Collectibles/Trading Cards/Comic                           -0.2460      0.279     -0.881      0.378      -0.793       0.301
Vintage & Collectibles/Trading Cards/Historical, Military             1.2439      0.608      2.045      0.041       0.052       2.436
Vintage & Collectibles/Trading Cards/Other                            0.3595      0.220      1.631      0.103      -0.073       0.792
Vintage & Collectibles/Trading Cards/Price Guides & Publications   5.399e-15   9.68e-15      0.558      0.577   -1.36e-14    2.44e-14
Vintage & Collectibles/Trading Cards/Sci-Fi, Fantasy                  0.0087      0.198      0.044      0.965      -0.379       0.397
Vintage & Collectibles/Trading Cards/Sports                          -0.2922      0.069     -4.233      0.000      -0.427      -0.157
Vintage & Collectibles/Trading Cards/Vintage                         -0.0780      0.176     -0.443      0.658      -0.423       0.267
Women/Athletic Apparel/Jackets                                        0.5390      0.042     12.701      0.000       0.456       0.622
Women/Athletic Apparel/Jerseys                                        0.2783      0.132      2.116      0.034       0.021       0.536
Women/Athletic Apparel/Other                                          0.3686      0.122      3.032      0.002       0.130       0.607
Women/Athletic Apparel/Pants, Tights, Leggings                        0.5881      0.034     17.133      0.000       0.521       0.655
Women/Athletic Apparel/Shirts & Tops                                  0.1570      0.038      4.085      0.000       0.082       0.232
Women/Athletic Apparel/Shorts                                         0.1449      0.037      3.891      0.000       0.072       0.218
Women/Athletic Apparel/Skirts, Skorts & Dresses                       0.1329      0.081      1.631      0.103      -0.027       0.293
Women/Athletic Apparel/Snowsuits & Bibs                               1.0571      0.441      2.396      0.017       0.192       1.922
Women/Athletic Apparel/Socks                                         -0.2711      0.053     -5.122      0.000      -0.375      -0.167
Women/Athletic Apparel/Sports Bras                                    0.0504      0.041      1.235      0.217      -0.030       0.131
Women/Athletic Apparel/Tracksuits & Sweats                            0.5911      0.044     13.357      0.000       0.504       0.678
Women/Athletic Apparel/Vests                                          0.4134      0.274      1.506      0.132      -0.124       0.951
Women/Coats & Jackets/Cape                                            0.4111      0.278      1.476      0.140      -0.135       0.957
Women/Coats & Jackets/Fleece Jacket                                   0.5466      0.056      9.701      0.000       0.436       0.657
Women/Coats & Jackets/Jean Jacket                                     0.5151      0.072      7.142      0.000       0.374       0.656
Women/Coats & Jackets/Military                                        0.7464      0.105      7.134      0.000       0.541       0.951
Women/Coats & Jackets/Motorcycle                                      0.6413      0.081      7.871      0.000       0.482       0.801
Women/Coats & Jackets/Other                                           0.5838      0.077      7.622      0.000       0.434       0.734
Women/Coats & Jackets/Parka                                           1.3483      0.131     10.264      0.000       1.091       1.606
Women/Coats & Jackets/Peacoat                                         0.5139      0.109      4.705      0.000       0.300       0.728
Women/Coats & Jackets/Poncho                                          0.0608      0.431      0.141      0.888      -0.783       0.905
Women/Coats & Jackets/Puffer                                          0.8412      0.092      9.191      0.000       0.662       1.021
Women/Coats & Jackets/Raincoat                                        0.4749      0.106      4.488      0.000       0.268       0.682
Women/Coats & Jackets/Trench                                          0.5677      0.116      4.910      0.000       0.341       0.794
Women/Coats & Jackets/Vest                                            0.4265      0.057      7.430      0.000       0.314       0.539
Women/Coats & Jackets/Windbreaker                                     0.7280      0.060     12.038      0.000       0.610       0.847
Women/Coats & Jackets/Wool                                            0.9558      0.193      4.946      0.000       0.577       1.335
Women/Dresses/Above Knee, Mini                                        0.2991      0.037      8.037      0.000       0.226       0.372
Women/Dresses/Asymmetrical Hem                                        0.9800      0.051     19.115      0.000       0.880       1.081
Women/Dresses/Full-Length                                             0.7268      0.047     15.538      0.000       0.635       0.818
Women/Dresses/Knee-Length                                             0.5267      0.038     13.763      0.000       0.452       0.602
Women/Dresses/Mid-Calf                                                0.6475      0.081      8.043      0.000       0.490       0.805
Women/Dresses/Other                                                   0.4625      0.085      5.465      0.000       0.297       0.628
Women/Jeans/Boot Cut                                                  0.3685      0.048      7.610      0.000       0.274       0.463
Women/Jeans/Boyfriend                                                 0.5964      0.088      6.775      0.000       0.424       0.769
Women/Jeans/Capri, Cropped                                            0.2112      0.072      2.920      0.004       0.069       0.353
Women/Jeans/Cargo                                                     0.1183      0.432      0.274      0.784      -0.728       0.964
Women/Jeans/Flare                                                     0.3951      0.089      4.450      0.000       0.221       0.569
Women/Jeans/Leggings                                                  0.5978      0.044     13.576      0.000       0.512       0.684
Women/Jeans/Other                                                     0.1825      0.081      2.241      0.025       0.023       0.342
Women/Jeans/Overalls                                                  0.3484      0.121      2.883      0.004       0.112       0.585
Women/Jeans/Relaxed                                                   0.5338      0.255      2.096      0.036       0.035       1.033
Women/Jeans/Slim, Skinny                                              0.3921      0.040      9.896      0.000       0.314       0.470
Women/Jeans/Straight Leg                                              0.3514      0.072      4.871      0.000       0.210       0.493
Women/Jeans/Wide Leg                                                  0.5378      0.356      1.510      0.131      -0.160       1.236
Women/Jewelry/Bracelets                                              -0.0529      0.040     -1.339      0.180      -0.130       0.025
Women/Jewelry/Earrings                                               -0.2611      0.040     -6.530      0.000      -0.339      -0.183
Women/Jewelry/Necklaces                                              -0.1940      0.037     -5.259      0.000      -0.266      -0.122
Women/Jewelry/Rings                                                   0.0889      0.040      2.219      0.026       0.010       0.167
Women/Maternity/Athletic Apparel                                      1.0524      0.362      2.905      0.004       0.342       1.762
Women/Maternity/Coats & Jackets                                    1.328e-14   9.15e-15      1.451      0.147   -4.66e-15    3.12e-14
Women/Maternity/Dresses                                               0.5545      0.082      6.800      0.000       0.395       0.714
Women/Maternity/Jeans                                                 0.3733      0.134      2.787      0.005       0.111       0.636
Women/Maternity/Other                                                 0.2184      0.165      1.323      0.186      -0.105       0.542
Women/Maternity/Pants                                                 0.3547      0.128      2.769      0.006       0.104       0.606
Women/Maternity/Skirts                                                0.3621      0.358      1.011      0.312      -0.340       1.064
Women/Maternity/Sweaters                                             -0.0064      0.352     -0.018      0.985      -0.697       0.684
Women/Maternity/Tops & Blouses                                        0.1503      0.091      1.645      0.100      -0.029       0.329
Women/Other/Other                                                     0.2870      0.043      6.640      0.000       0.202       0.372
Women/Pants/Capris, Cropped                                           0.2218      0.062      3.574      0.000       0.100       0.343
Women/Pants/Cargo                                                     0.0956      0.237      0.403      0.687      -0.369       0.560
Women/Pants/Casual Pants                                              0.2112      0.056      3.743      0.000       0.101       0.322
Women/Pants/Corduroys                                                -0.0267      0.306     -0.087      0.931      -0.626       0.573
Women/Pants/Dress Pants                                               0.2586      0.072      3.569      0.000       0.117       0.401
Women/Pants/Khakis, Chinos                                            0.1328      0.117      1.138      0.255      -0.096       0.361
Women/Pants/Leather                                                   0.1621      0.608      0.266      0.790      -1.030       1.355
Women/Pants/Linen                                                     0.3306      0.208      1.589      0.112      -0.077       0.738
Women/Pants/Other                                                     0.2609      0.061      4.254      0.000       0.141       0.381
Women/Shoes/Athletic                                                  0.9414      0.040     23.295      0.000       0.862       1.021
Women/Shoes/Boots                                                     0.7353      0.038     19.348      0.000       0.661       0.810
Women/Shoes/Fashion Sneakers                                          0.7980      0.045     17.810      0.000       0.710       0.886
Women/Shoes/Flats                                                     0.3063      0.046      6.686      0.000       0.217       0.396
Women/Shoes/Loafers & Slip-Ons                                        0.3749      0.051      7.395      0.000       0.276       0.474
Women/Shoes/Mules & Clogs                                             0.7065      0.092      7.652      0.000       0.526       0.888
Women/Shoes/Other                                                     0.4766      0.102      4.675      0.000       0.277       0.676
Women/Shoes/Outdoor                                                   0.8946      0.355      2.522      0.012       0.199       1.590
Women/Shoes/Oxfords                                                   0.2978      0.172      1.727      0.084      -0.040       0.636
Women/Shoes/Pumps                                                     0.4466      0.044     10.158      0.000       0.360       0.533
Women/Shoes/Sandals                                                   0.3855      0.039      9.862      0.000       0.309       0.462
Women/Shoes/Slippers                                                  0.1952      0.062      3.129      0.002       0.073       0.317
Women/Shoes/Work & Safety                                             0.7858      0.251      3.132      0.002       0.294       1.278
Women/Skirts/A-Line                                                   0.4434      0.093      4.760      0.000       0.261       0.626
Women/Skirts/Asymmetrical                                             0.0489      0.225      0.218      0.827      -0.391       0.489
Women/Skirts/Full Skirt                                               0.2124      0.123      1.726      0.084      -0.029       0.454
Women/Skirts/Maxi                                                     0.4346      0.059      7.427      0.000       0.320       0.549
Women/Skirts/Mini                                                     0.0700      0.054      1.297      0.195      -0.036       0.176
Women/Skirts/Other                                                    0.1043      0.130      0.800      0.424      -0.151       0.360
Women/Skirts/Pleated                                                  0.6318      0.116      5.453      0.000       0.405       0.859
Women/Skirts/Straight, Pencil                                         0.3297      0.052      6.356      0.000       0.228       0.431
Women/Skirts/Wrap                                                    -0.7265      0.608     -1.195      0.232      -1.918       0.465
Women/Suits & Blazers/Blazer                                          0.3075      0.072      4.277      0.000       0.167       0.448
Women/Suits & Blazers/Dress Suit                                      1.1938      0.386      3.091      0.002       0.437       1.951
Women/Suits & Blazers/Other                                           0.0796      0.310      0.257      0.797      -0.528       0.687
Women/Suits & Blazers/Pant Suit                                       0.3906      0.105      3.724      0.000       0.185       0.596
Women/Suits & Blazers/Skirt Suit                                      0.6171      0.316      1.955      0.051      -0.002       1.236
Women/Sweaters/Cardigan                                               0.4498      0.041     10.962      0.000       0.369       0.530
Women/Sweaters/Collared                                               0.5658      0.104      5.430      0.000       0.362       0.770
Women/Sweaters/Cowl Neck                                              0.6389      0.095      6.727      0.000       0.453       0.825
Women/Sweaters/Crewneck                                               0.3971      0.043      9.309      0.000       0.313       0.481
Women/Sweaters/Full Zip                                               0.4285      0.054      7.910      0.000       0.322       0.535
Women/Sweaters/Henley                                              6.905e-16   6.63e-15      0.104      0.917   -1.23e-14    1.37e-14
Women/Sweaters/Hooded                                                 0.4184      0.040     10.353      0.000       0.339       0.498
Women/Sweaters/Other                                                  0.3541      0.098      3.621      0.000       0.162       0.546
Women/Sweaters/Poncho                                                 0.6772      0.125      5.435      0.000       0.433       0.921
Women/Sweaters/Scoop Neck                                             0.2954      0.108      2.744      0.006       0.084       0.506
Women/Sweaters/Shrug                                                  0.2048      0.275      0.744      0.457      -0.335       0.745
Women/Sweaters/Sweatercoat                                            1.2304      0.137      9.005      0.000       0.963       1.498
Women/Sweaters/Tunic                                                  0.4547      0.181      2.506      0.012       0.099       0.810
Women/Sweaters/Turtleneck, Mock                                       0.3225      0.126      2.550      0.011       0.075       0.570
Women/Sweaters/V-Neck                                                 0.2080      0.088      2.353      0.019       0.035       0.381
Women/Sweaters/Vest, Sleeveless                                       0.6521      0.122      5.359      0.000       0.414       0.891
Women/Sweaters/Wrap                                                   0.5721      0.274      2.089      0.037       0.035       1.109
Women/Swimwear/Beach Accessories                                      0.2299      0.081      2.836      0.005       0.071       0.389
Women/Swimwear/Cover-Ups                                              0.1358      0.081      1.677      0.094      -0.023       0.294
Women/Swimwear/One-Piece                                              0.3123      0.051      6.169      0.000       0.213       0.411
Women/Swimwear/Two-Piece                                              0.1734      0.039      4.428      0.000       0.097       0.250
Women/Tops & Blouses/Blouse                                           0.0613      0.037      1.659      0.097      -0.011       0.134
Women/Tops & Blouses/Button Down Shirt                                0.0343      0.051      0.671      0.503      -0.066       0.135
Women/Tops & Blouses/Halter                                          -0.0284      0.069     -0.410      0.682      -0.164       0.107
Women/Tops & Blouses/Knit Top                                         0.2125      0.052      4.054      0.000       0.110       0.315
Women/Tops & Blouses/Other                                            0.2538      0.058      4.365      0.000       0.140       0.368
Women/Tops & Blouses/Polo Shirt                                       0.0278      0.103      0.269      0.788      -0.175       0.230
Women/Tops & Blouses/T-Shirts                                         0.1457      0.035      4.194      0.000       0.078       0.214
Women/Tops & Blouses/Tank, Cami                                      -0.0502      0.037     -1.362      0.173      -0.123       0.022
Women/Tops & Blouses/Tunic                                            0.5019      0.043     11.770      0.000       0.418       0.585
Women/Tops & Blouses/Turtleneck                                      -0.2060      0.178     -1.156      0.248      -0.555       0.143
Women/Tops & Blouses/Wrap                                             0.4735      0.106      4.478      0.000       0.266       0.681
Women/Underwear/Bras                                                  0.1023      0.037      2.759      0.006       0.030       0.175
Women/Underwear/G-Strings & Thongs                                   -0.2069      0.064     -3.219      0.001      -0.333      -0.081
Women/Underwear/Other                                                -0.0005      0.071     -0.007      0.994      -0.139       0.138
Women/Underwear/Panties                                              -0.1064      0.042     -2.554      0.011      -0.188      -0.025
Women/Underwear/Thermal Underwear                                     0.8234      0.172      4.797      0.000       0.487       1.160
Women/Women's Accessories/Belts                                      -0.1054      0.079     -1.339      0.180      -0.260       0.049
Women/Women's Accessories/Hair Accessories                            0.0625      0.046      1.357      0.175      -0.028       0.153
Women/Women's Accessories/Hats                                       -0.0346      0.045     -0.764      0.445      -0.123       0.054
Women/Women's Accessories/Other                                      -0.1461      0.053     -2.773      0.006      -0.249      -0.043
Women/Women's Accessories/Scarves & Wraps                            -0.1022      0.056     -1.828      0.068      -0.212       0.007
Women/Women's Accessories/Sunglasses                                  0.0949      0.045      2.108      0.035       0.007       0.183
Women/Women's Accessories/Wallets                                     0.1673      0.040      4.219      0.000       0.090       0.245
Women/Women's Accessories/Watches                                     0.6781      0.050     13.614      0.000       0.581       0.776
Women/Women's Handbags/Backpack Style                                 0.6872      0.047     14.657      0.000       0.595       0.779
Women/Women's Handbags/Baguette                                       0.1112      0.353      0.315      0.753      -0.581       0.804
Women/Women's Handbags/Cosmetic Bags                                 -0.1897      0.051     -3.729      0.000      -0.289      -0.090
Women/Women's Handbags/Hobo                                           0.9614      0.142      6.750      0.000       0.682       1.241
Women/Women's Handbags/Messenger & Crossbody                          0.6217      0.042     14.825      0.000       0.539       0.704
Women/Women's Handbags/Other                                          0.2528      0.070      3.620      0.000       0.116       0.390
Women/Women's Handbags/Satchel                                        0.9988      0.061     16.295      0.000       0.879       1.119
Women/Women's Handbags/Shoulder Bag                                   0.6664      0.039     16.995      0.000       0.590       0.743
Women/Women's Handbags/Totes & Shoppers                               0.5349      0.041     13.075      0.000       0.455       0.615
3.1 Phillip Lim                                                       4.3206      0.352     12.261      0.000       3.630       5.011
47 Brand                                                              3.3113      0.251     13.206      0.000       2.820       3.803
5.11 Tactical                                                         2.7049      0.612      4.419      0.000       1.505       3.905
5th & Ocean                                                        1.968e-14   8.35e-15      2.356      0.018    3.31e-15     3.6e-14
7 For All Mankind®                                                   3.2573      0.125     26.147      0.000       3.013       3.502
90 Degree By Reflex                                                   2.3425      0.431      5.438      0.000       1.498       3.187
A Bathing Ape                                                         4.1156      0.172     23.888      0.000       3.778       4.453
A Pea In The Pod                                                      2.6817      0.290      9.250      0.000       2.114       3.250
A Plus Child Supply                                                   2.5020      0.354      7.066      0.000       1.808       3.196
A Wish Come True                                                      4.7546      0.621      7.658      0.000       3.538       5.972
A&R Sports                                                            2.9891      0.609      4.911      0.000       1.796       4.182
A+D                                                                   2.0996      0.433      4.852      0.000       1.251       2.948
A. Byer                                                               2.6771      0.352      7.596      0.000       1.986       3.368
A.K.A                                                                 2.4478      0.608      4.024      0.000       1.256       3.640
A/X Armani Exchange                                                   3.6991      0.609      6.075      0.000       2.506       4.893
AA Aquarium                                                           1.5743      0.612      2.573      0.010       0.375       2.774
AB Studio                                                             2.4921      0.309      8.070      0.000       1.887       3.097
ABC Studios                                                        -1.97e-14   1.03e-14     -1.918      0.055   -3.98e-14    4.33e-16
ABS by Allen Schwartz                                                 2.0302      0.608      3.337      0.001       0.838       3.223
ADAM                                                                  2.1510      0.434      4.959      0.000       1.301       3.001
AERIN                                                             -1.314e-14   8.16e-15     -1.612      0.107   -2.91e-14    2.84e-15
AG Adriano Goldschmied                                                3.6866      0.251     14.680      0.000       3.194       4.179
AGB                                                                   2.8999      0.608      4.767      0.000       1.707       4.092
AKIRA                                                                 3.5521      0.435      8.160      0.000       2.699       4.405
AKOO                                                                  2.5921      0.614      4.222      0.000       1.389       3.795
ALDO                                                                  2.9080      0.110     26.477      0.000       2.693       3.123
ALEX AND ANI                                                          3.3944      0.064     52.939      0.000       3.269       3.520
ALLOY                                                                 2.7677      0.608      4.549      0.000       1.575       3.960
ALO Yoga                                                              3.8729      0.431      8.991      0.000       3.029       4.717
AMD                                                                   3.3991      0.315     10.797      0.000       2.782       4.016
AMIA                                                                  2.9694      0.608      4.880      0.000       1.777       4.162
AND1                                                                  2.0559      0.609      3.378      0.001       0.863       3.249
ART                                                                   2.5417      0.220     11.576      0.000       2.111       2.972
ASICS                                                                 2.8736      0.107     26.845      0.000       2.664       3.083
ASOS                                                                  2.8616      0.124     23.075      0.000       2.618       3.105
ASTR                                                                  3.3184      0.608      5.454      0.000       2.126       4.511
ASUS                                                                  3.2246      0.184     17.523      0.000       2.864       3.585
AT-A-GLANCE                                                           3.5262      0.359      9.815      0.000       2.822       4.230
Abbott                                                                4.6712      0.613      7.619      0.000       3.469       5.873
Abercrombie & Fitch                                                   2.8241      0.055     51.307      0.000       2.716       2.932
Abu Garcia                                                            4.0264      0.619      6.509      0.000       2.814       5.239
Acacia Swimwear                                                       4.4008      0.135     32.640      0.000       4.137       4.665
Academy                                                               3.1238      0.609      5.133      0.000       1.931       4.316
Accessory Innovations                                                 2.0322      0.613      3.313      0.001       0.830       3.235
Accessory Workshop                                                    2.6767      0.307      8.732      0.000       2.076       3.278
Acer                                                                  3.0329      0.279     10.890      0.000       2.487       3.579
Act                                                                4.332e-15   1.02e-14      0.424      0.672   -1.57e-14    2.44e-14
Active                                                                2.0652      0.608      3.395      0.001       0.873       3.258
Activision                                                            3.3661      0.609      5.527      0.000       2.172       4.560
Adams Golf                                                            2.6639      0.654      4.074      0.000       1.382       3.946
Adidas                                                                3.1083      0.041     75.052      0.000       3.027       3.189
Adora                                                                 3.9223      0.609      6.442      0.000       2.729       5.116
Adrianna Papell                                                       3.2069      0.306     10.478      0.000       2.607       3.807
Adrienne Landau                                                       3.2682      0.431      7.576      0.000       2.423       4.114
Adrienne Vittadini                                                    2.7334      0.431      6.338      0.000       1.888       3.579
Advanced Healthcare Distributors                                      3.4577      0.255     13.541      0.000       2.957       3.958
Advantage                                                             3.4714      0.612      5.673      0.000       2.272       4.671
AeroPress                                                             2.6064      0.435      5.989      0.000       1.753       3.459
Aeropostale                                                           2.5897      0.060     43.264      0.000       2.472       2.707
Aerosoles                                                             2.6485      0.274      9.669      0.000       2.112       3.185
Affliction                                                            3.2862      0.109     30.070      0.000       3.072       3.500
Agent Provocateur                                                     3.9795      0.608      6.541      0.000       2.787       5.172
Air Force                                                             3.2001      0.275     11.647      0.000       2.662       3.739
Air Jordan                                                            3.6463      0.054     67.919      0.000       3.541       3.752
Air Wick                                                              2.7859      0.286      9.755      0.000       2.226       3.346
Airwalk                                                               3.0364      0.623      4.873      0.000       1.815       4.258
Alan Flusser                                                          2.9127      0.745      3.910      0.000       1.453       4.373
Albert Nipon                                                        6.48e-15   9.49e-15      0.683      0.495   -1.21e-14    2.51e-14
Alberto Makali                                                        3.2253      0.608      5.301      0.000       2.033       4.418
Alegro                                                                3.1920      0.657      4.858      0.000       1.904       4.480
Alex Toys                                                             3.6809      0.435      8.457      0.000       2.828       4.534
Alexander Julian                                                    3.91e-15   8.45e-15      0.463      0.643   -1.26e-14    2.05e-14
Alexander McQueen                                                     4.5172      0.353     12.808      0.000       3.826       5.208
Alexander Wang                                                        4.4864      0.431     10.413      0.000       3.642       5.331
Alexis Brittar                                                        5.1944      0.608      8.538      0.000       4.002       6.387
Alfani                                                                2.9507      0.237     12.445      0.000       2.486       3.415
Alfred Angelo                                                         3.0235      0.433      6.980      0.000       2.174       3.873
Alfred Dunner                                                         2.2593      0.612      3.694      0.000       1.060       3.458
Ali & Kris                                                         1.673e-14   1.01e-14      1.651      0.099   -3.13e-15    3.66e-14
Alice + Olivia                                                        3.5329      0.608      5.806      0.000       2.340       4.726
Alife                                                                 3.5545      0.609      5.834      0.000       2.360       4.749
All                                                                   3.2003      0.130     24.637      0.000       2.946       3.455
AllSaints                                                             3.6843      0.368     10.009      0.000       2.963       4.406
Almay                                                                 2.5473      0.192     13.301      0.000       2.172       2.923
Almost Famous                                                         2.5239      0.157     16.125      0.000       2.217       2.831
Alo                                                                   3.8410      0.250     15.348      0.000       3.350       4.331
Alpinestars                                                           3.1107      0.609      5.108      0.000       1.917       4.304
Alstyle Apparel                                                       2.5422      0.431      5.896      0.000       1.697       3.387
Altar'd State                                                         3.3730      0.352      9.573      0.000       2.682       4.064
Altec Lansing                                                         3.1079      0.357      8.714      0.000       2.409       3.807
Alternative                                                           2.8271      0.431      6.562      0.000       1.983       3.671
Alternative Apparel                                                   2.7576      0.608      4.534      0.000       1.565       3.950
Altra                                                                 2.2672      0.609      3.725      0.000       1.074       3.460
Always                                                                3.0426      0.221     13.749      0.000       2.609       3.476
Amazon                                                                2.7620      0.354      7.804      0.000       2.068       3.456
AmazonBasics                                                          3.0935      0.109     28.370      0.000       2.880       3.307
Ambi                                                                  2.5189      0.608      4.140      0.000       1.326       3.711
Ambiance Apparel                                                      2.6999      0.173     15.646      0.000       2.362       3.038
Ambrielle                                                             2.7354      0.306      8.936      0.000       2.135       3.335
Ameda                                                                 3.2873      0.366      8.977      0.000       2.570       4.005
American Apparel                                                      3.0119      0.069     43.799      0.000       2.877       3.147
American Boy & Girl                                                   3.3446      0.063     52.697      0.000       3.220       3.469
American Eagle                                                        2.7900      0.039     71.122      0.000       2.713       2.867
American Fighter                                                      3.4570      0.196     17.644      0.000       3.073       3.841
American Girl ®                                                      3.4649      0.070     49.731      0.000       3.328       3.601
American Rag                                                          2.6659      0.152     17.499      0.000       2.367       2.964
Amsoil                                                            -2.725e-14   8.07e-15     -3.376      0.001   -4.31e-14   -1.14e-14
Anastasia Beverly Hills                                               3.1586      0.060     52.890      0.000       3.042       3.276
Anchor Blue                                                           2.2249      0.609      3.652      0.000       1.031       3.419
Anchor Hocking                                                        2.4344      0.246      9.895      0.000       1.952       2.917
Andrea by Sadek                                                       2.9716      0.702      4.232      0.000       1.595       4.348
Andrew Christian                                                      2.5703      0.859      2.991      0.003       0.886       4.255
Andrew Marc                                                           3.5441      0.614      5.771      0.000       2.340       4.748
Angelcare                                                             2.3782      0.641      3.711      0.000       1.122       3.634
Angelina                                                              3.5109      0.608      5.771      0.000       2.318       4.703
Angels                                                                2.2292      0.354      6.300      0.000       1.536       2.923
Angie                                                                 2.7952      0.353      7.911      0.000       2.103       3.488
Angry Birds                                                           2.9352      0.609      4.819      0.000       1.741       4.129
Animal Planet                                                         2.4180      0.609      3.971      0.000       1.225       3.611
Ann Taylor                                                            2.6989      0.137     19.683      0.000       2.430       2.968
Ann Taylor LOFT                                                       2.6625      0.076     35.022      0.000       2.513       2.811
Annabelle                                                             2.6007      0.608      4.275      0.000       1.408       3.793
Anne Cole                                                             2.8566      0.609      4.688      0.000       1.662       4.051
Anne Klein                                                            3.0261      0.161     18.769      0.000       2.710       3.342
Anthropologie                                                         3.2754      0.077     42.598      0.000       3.125       3.426
Antilia Femme                                                         2.7677      0.431      6.422      0.000       1.923       3.612
Antique Rivet                                                         2.6369      0.645      4.087      0.000       1.372       3.902
Antonio Melani                                                        3.0732      0.274     11.223      0.000       2.536       3.610
Anvil                                                                 2.6577      0.314      8.463      0.000       2.042       3.273
Apostrophe                                                            2.8369      0.609      4.661      0.000       1.644       4.030
Apple                                                                 3.4917      0.040     87.799      0.000       3.414       3.570
Apple Bottoms                                                         4.0464      0.233     17.335      0.000       3.589       4.504
Apt.                                                                  2.5963      0.167     15.558      0.000       2.269       2.923
Apt. 9                                                                2.3558      0.274      8.603      0.000       1.819       2.892
Aqua                                                                  3.2003      0.608      5.260      0.000       2.008       4.393
Aqua Lung Sport                                                       3.1908      0.616      5.178      0.000       1.983       4.399
Aquaphor                                                              3.1964      0.651      4.911      0.000       1.921       4.472
Aquatopia                                                             2.7171      0.638      4.257      0.000       1.466       3.968
Aqueon                                                                4.3896      0.612      7.173      0.000       3.190       5.589
Arbonne                                                               3.2564      0.196     16.654      0.000       2.873       3.640
Arc'teryx                                                             3.6500      0.307     11.888      0.000       3.048       4.252
Architect                                                             2.3239      0.609      3.815      0.000       1.130       3.518
Ardell                                                                2.8264      0.141     20.101      0.000       2.551       3.102
Arden B                                                               3.1644      0.306     10.354      0.000       2.565       3.763
Ariat                                                                 3.5116      0.173     20.307      0.000       3.173       3.851
Aritzia                                                               3.9369      0.432      9.104      0.000       3.089       4.784
Ariya                                                             -8.573e-15   8.23e-15     -1.042      0.298   -2.47e-14    7.56e-15
Arizona                                                               2.7025      0.156     17.271      0.000       2.396       3.009
Arizona Jean Company                                                  2.5352      0.179     14.181      0.000       2.185       2.886
Ark & Co                                                              2.6998      0.431      6.263      0.000       1.855       3.545
Arm & Hammer                                                          1.5924      0.610      2.612      0.009       0.398       2.787
Armani                                                                4.8221      0.609      7.914      0.000       3.628       6.016
Armani Jeans                                                          3.8525      0.441      8.738      0.000       2.988       4.717
Aroma                                                                 2.6987      0.308      8.755      0.000       2.095       3.303
Arrow                                                                 2.6454      0.621      4.262      0.000       1.429       3.862
Artful Dodger                                                     -1.395e-15   5.13e-15     -0.272      0.786   -1.14e-14    8.65e-15
As Seen on TV                                                         3.5528      0.609      5.831      0.000       2.359       4.747
Ashley B                                                              2.8558      0.609      4.693      0.000       1.663       4.048
Ashley Stewart                                                        2.6983      0.233     11.586      0.000       2.242       3.155
Aspen Pet                                                             3.6193      0.610      5.931      0.000       2.423       4.815
Athleta                                                               3.0056      0.097     31.087      0.000       2.816       3.195
Athletech                                                             2.1405      0.612      3.497      0.000       0.941       3.340
Atmosphere                                                            2.5214      0.609      4.140      0.000       1.328       3.715
Attention                                                             1.4566      0.608      2.395      0.017       0.264       2.649
Audi                                                                  3.2420      0.613      5.292      0.000       2.041       4.443
Audio-Technica                                                        5.2756      0.610      8.653      0.000       4.081       6.471
AudioSource                                                           1.5926      0.611      2.607      0.009       0.395       2.790
August Silk                                                           3.0764      0.431      7.132      0.000       2.231       3.922
Augusta Sportswear                                                    2.9355      0.612      4.795      0.000       1.736       4.135
Aurora World                                                          2.8690      0.354      8.111      0.000       2.176       3.562
Authentic Original Vintage Style                                  -4.412e-15   7.57e-15     -0.583      0.560   -1.92e-14    1.04e-14
Aveda                                                                 3.0532      0.152     20.124      0.000       2.756       3.351
Aveeno                                                                3.4544      0.327     10.559      0.000       2.813       4.096
Avent                                                                 2.7263      0.199     13.691      0.000       2.336       3.117
Avenue                                                                2.9613      0.252     11.766      0.000       2.468       3.455
Avery                                                                 2.9206      0.435      6.709      0.000       2.067       3.774
Avia                                                                  2.4188      0.250      9.658      0.000       1.928       2.910
Avirex                                                                2.6929      0.609      4.425      0.000       1.500       3.886
Avon                                                                  2.6879      0.079     33.979      0.000       2.533       2.843
Axe                                                                   2.9321      0.355      8.267      0.000       2.237       3.627
A|X Armani Exchange                                                   3.1267      0.152     20.548      0.000       2.828       3.425
Aéropostale                                                          2.5504      0.134     19.030      0.000       2.288       2.813
B. Darlin                                                             3.2895      0.306     10.753      0.000       2.690       3.889
B.swim                                                                2.7078      0.609      4.450      0.000       1.515       3.900
BB                                                                    3.8290      0.226     16.971      0.000       3.387       4.271
BB Dakota                                                             2.8873      0.353      8.186      0.000       2.196       3.579
BCBG                                                                  2.6972      0.306      8.820      0.000       2.098       3.297
BCBGMAXAZRIA                                                          3.1440      0.124     25.303      0.000       2.900       3.388
BCBGeneration                                                         2.9382      0.137     21.419      0.000       2.669       3.207
BCX                                                                   2.5558      0.435      5.876      0.000       1.703       3.408
BDG                                                                   2.9870      0.167     17.884      0.000       2.660       3.314
BEARPAW                                                               2.7520      0.608      4.523      0.000       1.559       3.945
BISOU BISOU                                                           2.6074      0.353      7.387      0.000       1.916       3.299
BKE                                                                   3.1884      0.173     18.379      0.000       2.848       3.528
BLANKNYC                                                              2.3324      0.609      3.827      0.000       1.138       3.527
BMW                                                                   2.9480      0.610      4.830      0.000       1.752       4.144
BOSS HUGO BOSS                                                        3.3651      0.307     10.954      0.000       2.763       3.967
BOYS + ARROWS                                                         4.8932      0.608      8.041      0.000       3.701       6.086
BUNN                                                                  3.4270      0.622      5.511      0.000       2.208       4.646
Babies R Us                                                           2.9066      0.269     10.800      0.000       2.379       3.434
Babies R Us Plush                                                     2.4790      0.794      3.124      0.002       0.924       4.034
Babolat                                                            -1.59e-14   8.35e-15     -1.904      0.057   -3.23e-14    4.67e-16
Baby Brezza                                                           4.7677      0.441     10.820      0.000       3.904       5.631
Baby Bullet                                                       -1.497e-15   9.39e-15     -0.159      0.873   -1.99e-14    1.69e-14
Baby Einstein                                                         2.9935      0.312      9.584      0.000       2.381       3.606
Baby Jogger                                                           3.9915      0.481      8.298      0.000       3.049       4.934
Baby Phat                                                             2.7160      0.251     10.833      0.000       2.225       3.207
Baby Trend                                                            3.4004      0.432      7.874      0.000       2.554       4.247
BabyBjorn                                                             2.9719      0.309      9.625      0.000       2.367       3.577
BabyGanics                                                            1.9439      0.620      3.137      0.002       0.729       3.158
Bachmann Trains                                                       2.6077      0.609      4.283      0.000       1.414       3.801
Badgley Mischka                                                       3.9306      0.353     11.138      0.000       3.239       4.622
Baggallini                                                            2.6773      0.609      4.398      0.000       1.484       3.870
Bailey                                                            -1.199e-14   8.84e-15     -1.356      0.175   -2.93e-14    5.34e-15
Bailey 44                                                             2.7355      0.608      4.497      0.000       1.543       3.928
Baker by Ted Baker                                                -7.351e-15   6.66e-15     -1.103      0.270   -2.04e-14    5.71e-15
Bakers                                                                2.7223      0.609      4.471      0.000       1.529       3.916
Balboa Baby                                                           3.3840      0.646      5.241      0.000       2.119       4.649
Balenciaga                                                            4.6438      0.353     13.167      0.000       3.953       5.335
Ball                                                                  2.9766      0.353      8.438      0.000       2.285       3.668
Bally                                                                 2.2413      0.608      3.684      0.000       1.049       3.434
Balmain                                                               3.9052      0.275     14.226      0.000       3.367       4.443
Bamboobies                                                            2.4317      0.619      3.927      0.000       1.218       3.645
Banana Republic                                                       2.7856      0.076     36.493      0.000       2.636       2.935
Bandai                                                                3.4733      0.187     18.532      0.000       3.106       3.841
Bandolino                                                             2.7774      0.274     10.127      0.000       2.240       3.315
Banzai                                                                2.4031      0.622      3.863      0.000       1.184       3.622
Bape                                                                  3.8391      0.133     28.957      0.000       3.579       4.099
Baratza                                                            1.493e-14   6.23e-15      2.397      0.017    2.72e-15    2.71e-14
Barbasol                                                              2.2856      0.610      3.749      0.000       1.091       3.480
Barbie                                                                2.8694      0.080     35.854      0.000       2.713       3.026
Bare Escentuals                                                       2.9817      0.103     28.910      0.000       2.780       3.184
Bare Minerals                                                         2.9608      0.609      4.859      0.000       1.766       4.155
Basic Editions                                                        2.3046      0.608      3.789      0.000       1.112       3.497
Bass                                                                  2.9798      0.233     12.804      0.000       2.524       3.436
Bath & Body Works                                                     2.8554      0.040     72.193      0.000       2.778       2.933
Batman                                                                2.6039      0.434      6.000      0.000       1.753       3.455
Bauer                                                               3.31e-14   1.06e-14      3.129      0.002    1.24e-14    5.38e-14
Bausch & Lomb                                                         2.2328      0.355      6.295      0.000       1.538       2.928
Bay Island                                                            3.1111      0.431      7.215      0.000       2.266       3.956
Bay Studio                                                            1.8924      0.609      3.109      0.002       0.699       3.085
BeBop                                                                 2.4686      0.306      8.075      0.000       1.869       3.068
Beaba                                                             -2.035e-15   9.61e-15     -0.212      0.832   -2.09e-14    1.68e-14
Beach Bunny                                                           4.8841      0.233     20.976      0.000       4.428       5.340
Beats                                                                 4.5029      0.080     56.406      0.000       4.346       4.659
Beats by Dr. Dre                                                      4.4212      0.087     50.938      0.000       4.251       4.591
BeautiControl                                                         3.2980      0.434      7.604      0.000       2.448       4.148
Bebe                                                                  3.1678      0.060     52.449      0.000       3.049       3.286
Bebe Au Lait                                                          2.8261      0.446      6.334      0.000       1.952       3.701
Becca                                                                 3.3991      0.274     12.401      0.000       2.862       3.936
Becca Cosmetics                                                       3.2099      0.431      7.448      0.000       2.365       4.055
Bed Stu                                                            3.709e-14   8.64e-15      4.291      0.000    2.01e-14     5.4e-14
Beechnut                                                              2.8438      0.441      6.452      0.000       1.980       3.708
Belkin                                                                2.3127      0.431      5.361      0.000       1.467       3.158
Bella                                                                 3.2659      0.306     10.687      0.000       2.667       3.865
Bella Cucina                                                          2.5589      0.439      5.824      0.000       1.698       3.420
Belle by Sigerson Morrison                                        -3.081e-16   9.75e-15     -0.032      0.975   -1.94e-14    1.88e-14
Belly Bandit®                                                        3.4172      0.264     12.955      0.000       2.900       3.934
Ben Nye                                                               2.6458      0.161     16.465      0.000       2.331       2.961
Ben Sherman                                                           2.6288      0.435      6.043      0.000       1.776       3.481
Bench                                                                 3.1760      0.431      7.364      0.000       2.331       4.021
Benefit                                                               3.0493      0.058     52.631      0.000       2.936       3.163
Benetton                                                           1.284e-14   1.02e-14      1.253      0.210   -7.24e-15    3.29e-14
Berkley                                                               1.9204      0.619      3.104      0.002       0.708       3.133
Bernardo                                                              2.8009      0.613      4.571      0.000       1.600       4.002
Betsey Johnson                                                        2.9680      0.059     50.116      0.000       2.852       3.084
Betsey Johnson Label                                                  2.4151      0.609      3.965      0.000       1.221       3.609
Betsy & Adam                                                          3.5565      0.608      5.845      0.000       2.364       4.749
Bettie Page                                                       -7.577e-15   9.79e-15     -0.774      0.439   -2.68e-14    1.16e-14
Betty Boop                                                            2.4684      0.233     10.578      0.000       2.011       2.926
Beverly Hills Polo Club                                               3.0565      0.434      7.037      0.000       2.205       3.908
Beyond Yoga                                                           3.2015      0.306     10.478      0.000       2.603       3.800
Bh                                                                 1.802e-14      1e-14      1.799      0.072   -1.62e-15    3.76e-14
Bic                                                                   2.5567      0.190     13.458      0.000       2.184       2.929
Big Buddha                                                            2.2948      0.609      3.771      0.000       1.102       3.488
Big Star                                                              3.2889      0.139     23.694      0.000       3.017       3.561
Bike                                                                  2.3402      0.610      3.839      0.000       1.145       3.535
Bikerwear                                                             2.0037      0.610      3.287      0.001       0.809       3.199
Billabong                                                             2.6526      0.112     23.720      0.000       2.433       2.872
Billionaire Boys Club                                                 3.7185      0.609      6.111      0.000       2.526       4.911
Billionaire Boys Club and Ice Cream                                   3.3425      0.609      5.487      0.000       2.148       4.537
Billy Reid                                                            3.0948      0.618      5.009      0.000       1.884       4.306
Biore                                                                 2.2676      0.608      3.727      0.000       1.075       3.460
Bioworld                                                              3.0001      0.307      9.779      0.000       2.399       3.601
Birkenstock                                                           3.6912      0.095     38.927      0.000       3.505       3.877
Bissell                                                               3.9306      0.610      6.441      0.000       2.734       5.127
Black & Decker                                                        2.4568      0.279      8.821      0.000       1.911       3.003
Black Rivet                                                           3.4264      0.609      5.631      0.000       2.234       4.619
Blackmilk                                                             3.5923      0.608      5.906      0.000       2.400       4.784
Blair                                                             -8.076e-15   8.57e-15     -0.942      0.346   -2.49e-14    8.72e-15
Blanc Noir                                                        -5.638e-15   8.51e-15     -0.663      0.508   -2.23e-14     1.1e-14
Blendtec                                                              5.1847      0.365     14.202      0.000       4.469       5.900
Blinc                                                                 2.6048      0.431      6.045      0.000       1.760       3.449
Blip Toys                                                         -1.582e-14   8.07e-15     -1.960      0.050   -3.16e-14    1.38e-18
Blizzard                                                              2.6807      0.275      9.763      0.000       2.143       3.219
Blooming Bath                                                         3.2432      0.638      5.081      0.000       1.992       4.494
Bloomingdale's                                                        3.8175      0.614      6.216      0.000       2.614       5.021
Blowfish                                                              2.6814      0.431      6.223      0.000       1.837       3.526
Blue Asphalt                                                          2.5892      0.612      4.234      0.000       1.391       3.788
Blue Buffalo                                                          4.3405      0.612      7.094      0.000       3.141       5.540
Blue Life                                                             3.8118      0.353     10.795      0.000       3.120       4.504
Blue Microphones                                                      3.4152      0.413      8.279      0.000       2.607       4.224
Blunt Power                                                           3.2124      0.610      5.268      0.000       2.017       4.407
Bob Mackie                                                            2.4527      0.610      4.021      0.000       1.257       3.648
Bobbi Brown                                                           3.4077      0.134     25.430      0.000       3.145       3.670
Bobbie Brooks                                                         2.3131      0.218     10.617      0.000       1.886       2.740
Bobeau                                                                2.1170      0.609      3.478      0.001       0.924       3.310
Boden                                                                 2.5664      0.637      4.027      0.000       1.317       3.815
Bodum                                                                 2.7269      0.353      7.715      0.000       2.034       3.420
Body & Hair                                                           2.4132      0.609      3.962      0.000       1.219       3.607
Body Central                                                          2.5450      0.353      7.201      0.000       1.852       3.238
Body Glove                                                            2.3179      0.353      6.561      0.000       1.625       3.010
Boho Chic                                                             2.7830      0.610      4.562      0.000       1.587       3.979
Bongo                                                                 2.5935      0.147     17.591      0.000       2.305       2.882
Bonne Bell                                                            2.4967      0.134     18.563      0.000       2.233       2.760
Boo!                                                                  2.5261      0.354      7.142      0.000       1.833       3.219
Boogie Wipes                                                      -8.813e-15   1.08e-14     -0.816      0.414      -3e-14    1.23e-14
Boohoo                                                                2.6183      0.195     13.412      0.000       2.236       3.001
Boohoo Plus                                                           2.7088      0.431      6.287      0.000       1.864       3.553
Boom Boom                                                             2.1298      0.431      4.941      0.000       1.285       2.975
Boon                                                                  2.9803      0.441      6.764      0.000       2.117       3.844
Boots                                                                 2.5360      0.432      5.868      0.000       1.689       3.383
Boppy                                                                 2.9520      0.205     14.429      0.000       2.551       3.353
Borghese                                                           4.883e-15   9.28e-15      0.526      0.599   -1.33e-14    2.31e-14
Born                                                                  3.1319      0.232     13.471      0.000       2.676       3.588
BornFree                                                              3.1338      0.615      5.094      0.000       1.928       4.340
Bose                                                                  4.6349      0.143     32.336      0.000       4.354       4.916
Boston Proper                                                         3.1113      0.609      5.111      0.000       1.918       4.304
Bottega Veneta                                                        5.3911      0.616      8.748      0.000       4.183       6.599
Boudreaux                                                          1.492e-14   9.45e-15      1.578      0.114   -3.61e-15    3.34e-14
Bourbon and Bowties                                                   3.0882      0.609      5.075      0.000       1.895       4.281
Bourjois                                                              3.0603      0.608      5.031      0.000       1.868       4.253
Brahmin                                                               5.0531      0.609      8.304      0.000       3.860       6.246
Brandy Melville                                                       2.9754      0.044     67.364      0.000       2.889       3.062
Braun                                                                 4.6190      0.342     13.503      0.000       3.949       5.289
Bravado                                                               2.8328      0.186     15.198      0.000       2.467       3.198
Bravado Designs                                                       2.7758      0.619      4.483      0.000       1.562       3.990
Brave Soul                                                            2.9699      0.636      4.673      0.000       1.724       4.216
BreathableBaby                                                        2.6153      0.437      5.986      0.000       1.759       3.472
Breckelles                                                            2.9607      0.431      6.868      0.000       2.116       3.806
Breitling                                                         -2.279e-14   8.78e-15     -2.597      0.009      -4e-14   -5.59e-15
Brentwood                                                             2.4655      0.609      4.049      0.000       1.272       3.659
Breville                                                              4.5168      0.609      7.418      0.000       3.323       5.710
Breyer                                                                3.5223      0.281     12.517      0.000       2.971       4.074
Briggs New York                                                       2.4083      0.609      3.951      0.000       1.214       3.603
Bright Starts                                                         2.9650      0.314      9.429      0.000       2.349       3.581
Brighton                                                              3.4468      0.097     35.559      0.000       3.257       3.637
Brine                                                                 2.5182      0.618      4.075      0.000       1.307       3.729
Brita                                                                 2.4214      0.499      4.853      0.000       1.443       3.399
Britax                                                                3.8099      0.385      9.892      0.000       3.055       4.565
Brixton                                                           -2.241e-14   1.06e-14     -2.113      0.035   -4.32e-14   -1.62e-15
Brooklyn Express                                                      2.5608      0.609      4.208      0.000       1.368       3.754
Brooks                                                                2.9234      0.173     16.894      0.000       2.584       3.262
Brooks Brothers                                                       3.1080      0.212     14.691      0.000       2.693       3.523
Brookstone                                                            2.2998      0.614      3.743      0.000       1.096       3.504
Brother                                                               4.1862      0.614      6.820      0.000       2.983       5.389
Browning                                                              2.2342      0.307      7.285      0.000       1.633       2.835
Bruder Toys America                                                   3.0199      0.612      4.931      0.000       1.820       4.220
Buckle                                                                3.1780      0.066     48.047      0.000       3.048       3.308
Buffalo                                                           -2.332e-15   9.33e-15     -0.250      0.803   -2.06e-14     1.6e-14
Buffalo David Bitton                                                  2.1231      0.609      3.488      0.000       0.930       3.316
Bugaboo                                                               3.9043      0.280     13.948      0.000       3.356       4.453
Bugle Boy                                                             1.9034      0.609      3.126      0.002       0.710       3.097
Bullhead                                                              2.6989      0.105     25.647      0.000       2.493       2.905
Bumble Collection                                                  -8.21e-15   9.11e-15     -0.901      0.368   -2.61e-14    9.65e-15
Bumbo                                                                 2.7971      0.285      9.798      0.000       2.238       3.357
BumpStart                                                             3.1584      0.614      5.143      0.000       1.955       4.362
Burberry                                                              4.0384      0.085     47.435      0.000       3.872       4.205
Burberry Brit                                                         4.4973      0.206     21.838      0.000       4.094       4.901
Burberry London                                                       4.8626      0.609      7.991      0.000       3.670       6.055
Burt's Bees                                                           2.3838      0.156     15.257      0.000       2.078       2.690
Burt's Bees Baby                                                      2.9261      0.478      6.126      0.000       1.990       3.862
Burton                                                                3.4150      0.240     14.249      0.000       2.945       3.885
Bushnell                                                              3.1026      0.611      5.080      0.000       1.906       4.300
Buxom                                                                 2.4125      0.431      5.598      0.000       1.568       3.257
Bvlgari                                                               4.4094      0.356     12.388      0.000       3.712       5.107
Byer Too                                                              2.0400      0.608      3.353      0.001       0.847       3.233
C by Champion                                                         2.8526      0.608      4.690      0.000       1.660       4.045
CALIA by Carrie Underwood                                             3.5245      0.436      8.077      0.000       2.669       4.380
CAbi                                                                  2.7909      0.274     10.194      0.000       2.254       3.327
CB Sports                                                             2.9905      0.748      3.997      0.000       1.524       4.457
CBK                                                                   3.2390      0.617      5.252      0.000       2.030       4.448
CCB Collection                                                        2.2447      0.609      3.686      0.000       1.051       3.438
CCM                                                                   3.0034      0.357      8.411      0.000       2.304       3.703
CHI                                                                1.301e-15   7.75e-15      0.168      0.867   -1.39e-14    1.65e-14
CJ Banks                                                           6.665e-15    7.8e-15      0.855      0.393   -8.62e-15     2.2e-14
CLEAN                                                                 2.2290      0.609      3.661      0.000       1.036       3.422
COOGI                                                                 3.8119      0.310     12.294      0.000       3.204       4.420
CW-X                                                                  3.6213      0.431      8.407      0.000       2.777       4.466
Cabela's                                                              2.8084      0.306      9.185      0.000       2.209       3.408
Cable & Gauge                                                         3.0366      0.352      8.615      0.000       2.346       3.727
Cache                                                                 3.0520      0.252     12.089      0.000       2.557       3.547
Cacique                                                               3.1022      0.113     27.343      0.000       2.880       3.325
Cali                                                                  2.4904      0.431      5.777      0.000       1.645       3.335
Calico Critters                                                       3.1583      0.219     14.391      0.000       2.728       3.588
Call It Spring                                                        3.3440      0.609      5.492      0.000       2.151       4.537
Callaway                                                              4.4118      0.654      6.747      0.000       3.130       5.693
Calphalon                                                         -4.173e-15   1.07e-14     -0.390      0.696   -2.51e-14    1.68e-14
Calvin Klein                                                          3.0806      0.054     56.829      0.000       2.974       3.187
Cambridge Classics                                                 9.149e-15   7.04e-15      1.300      0.194   -4.64e-15    2.29e-14
CamelBak                                                              2.9994      0.276     10.866      0.000       2.458       3.540
Canada Goose                                                          4.1168      0.621      6.626      0.000       2.899       5.335
Candie's                                                              2.6066      0.113     23.116      0.000       2.386       2.828
Canon                                                                 3.7120      0.110     33.724      0.000       3.496       3.928
Canvas                                                                2.8578      0.352      8.108      0.000       2.167       3.549
Canyon River Blues                                                -1.308e-14   1.14e-14     -1.150      0.250   -3.54e-14    9.22e-15
Capcom                                                                3.9078      0.609      6.418      0.000       2.714       5.101
Capezio                                                               2.7826      0.234     11.868      0.000       2.323       3.242
Carbon                                                                2.8239      0.280     10.080      0.000       2.275       3.373
Cardinal Industries                                                   2.7400      0.471      5.819      0.000       1.817       3.663
Cards Against Humanity                                             4.131e-15   8.15e-15      0.507      0.612   -1.18e-14    2.01e-14
Caress Brand Shop                                                     3.5417      0.610      5.810      0.000       2.347       4.737
Carhartt                                                              3.0154      0.125     24.064      0.000       2.770       3.261
Caribbean Joe                                                         2.7797      0.353      7.883      0.000       2.089       3.471
Carlos Santana                                                        2.5490      0.431      5.913      0.000       1.704       3.394
Carole Little                                                         2.5807      0.608      4.243      0.000       1.389       3.773
Carolyn Taylor                                                        2.2603      0.608      3.715      0.000       1.068       3.453
Carrera                                                           -1.557e-14   7.34e-15     -2.121      0.034      -3e-14   -1.18e-15
Carson Home Accents                                                   2.3558      0.432      5.449      0.000       1.508       3.203
Carter's                                                              2.7991      0.046     60.592      0.000       2.709       2.890
Cartier                                                               4.0490      0.195     20.730      0.000       3.666       4.432
Cartoon Network                                                       3.1099      0.236     13.161      0.000       2.647       3.573
Cascade                                                               4.0938      0.859      4.763      0.000       2.409       5.778
Casio                                                                 3.2652      0.237     13.804      0.000       2.802       3.729
Caslon                                                                2.8470      0.611      4.656      0.000       1.649       4.046
Casual Corner                                                         2.5482      0.633      4.026      0.000       1.308       3.789
Catalina                                                              2.5413      0.218     11.632      0.000       2.113       2.969
Caterpillar                                                       -8.303e-15   6.68e-15     -1.243      0.214   -2.14e-14    4.79e-15
Catherine Malandrino                                                  3.1275      0.608      5.140      0.000       1.935       4.320
Catherines                                                            3.4373      0.609      5.641      0.000       2.243       4.632
Cato                                                                  2.4777      0.129     19.220      0.000       2.225       2.730
Celebrity Pink                                                        2.4051      0.251      9.596      0.000       1.914       2.896
Celine                                                                4.5164      0.206     21.932      0.000       4.113       4.920
Cello Jeans                                                           2.6211      0.353      7.425      0.000       1.929       3.313
Century                                                           -1.794e-15   8.62e-15     -0.208      0.835   -1.87e-14    1.51e-14
Cezani                                                                2.6473      0.621      4.265      0.000       1.431       3.864
Chaco                                                                 3.9652      0.126     31.358      0.000       3.717       4.213
Chadwicks                                                             2.7718      0.440      6.305      0.000       1.910       3.633
Chalk Line                                                            4.2584      0.611      6.972      0.000       3.061       5.456
Champion                                                              2.6393      0.071     37.421      0.000       2.501       2.778
Champion Sports                                                       2.7498      0.609      4.517      0.000       1.557       3.943
Champs                                                                3.1127      0.619      5.030      0.000       1.900       4.326
Chanel                                                                3.9103      0.058     67.618      0.000       3.797       4.024
Channel                                                               3.7857      0.609      6.221      0.000       2.593       4.978
Chantelle                                                             3.1858      0.431      7.391      0.000       2.341       4.031
Chaps                                                                 2.6075      0.174     14.997      0.000       2.267       2.948
Charles River Apparel                                                 3.0496      0.611      4.993      0.000       1.852       4.247
Charlotte Russe                                                       2.5419      0.050     51.292      0.000       2.445       2.639
Charlotte Tilbury                                                     3.8458      0.274     14.049      0.000       3.309       4.382
Charming Charlie                                                      2.3936      0.186     12.854      0.000       2.029       2.759
Charter Club                                                          2.7338      0.306      8.941      0.000       2.135       3.333
Chaser                                                                2.8087      0.431      6.517      0.000       1.964       3.653
Chef's Secret                                                      5.511e-15   8.85e-15      0.623      0.533   -1.18e-14    2.28e-14
Cherokee                                                              2.8691      0.127     22.591      0.000       2.620       3.118
Chesley                                                               2.3997      0.608      3.944      0.000       1.207       3.592
Chicco                                                                3.4160      0.209     16.367      0.000       3.007       3.825
Chico's                                                               2.9769      0.161     18.539      0.000       2.662       3.292
Children's Place                                                      2.7856      0.092     30.310      0.000       2.605       2.966
Chinese Laundry                                                       2.9237      0.275     10.647      0.000       2.386       3.462
Chloe                                                                 3.7057      0.274     13.524      0.000       3.169       4.243
Chloe + Isabel                                                        4.2772      0.608      7.031      0.000       3.085       5.470
Chloe K                                                           -4.216e-15   9.77e-15     -0.431      0.666   -2.34e-14    1.49e-14
Chloé                                                                4.7285      0.609      7.766      0.000       3.535       5.922
Christian Audigier                                                -8.482e-15   9.58e-15     -0.885      0.376   -2.73e-14    1.03e-14
Christian Dior                                                        3.5651      0.085     42.043      0.000       3.399       3.731
Christian Lacroix                                                     2.6423      0.609      4.342      0.000       1.450       3.835
Christian Louboutin                                                   4.9431      0.128     38.700      0.000       4.693       5.193
Christian Siriano                                                     2.7526      0.306      8.993      0.000       2.153       3.353
Christophe Robin                                                      2.2617      0.611      3.699      0.000       1.063       3.460
Christopher & Banks                                                   3.0142      0.610      4.942      0.000       1.819       4.210
Chroma™                                                         -7.255e-15   1.05e-14     -0.689      0.491   -2.79e-14    1.34e-14
Chrome Hearts                                                         1.6974      0.610      2.783      0.005       0.502       2.893
Ciaté London                                                         2.8007      0.352      7.949      0.000       2.110       3.491
Cinch                                                                 3.5473      0.433      8.187      0.000       2.698       4.397
Circo                                                              1.095e-14   9.97e-15      1.098      0.272   -8.59e-15    3.05e-14
Circus by Sam Edelman                                                 2.8777      0.609      4.728      0.000       1.685       4.071
Citizen                                                               2.4907      0.609      4.088      0.000       1.296       3.685
Citizens of Humanity                                                  2.8904      0.252     11.483      0.000       2.397       3.384
Citizens of Humanity Jeans                                            2.5081      0.614      4.087      0.000       1.305       3.711
City Chic                                                          9.485e-15    8.7e-15      1.090      0.276   -7.57e-15    2.65e-14
City Streets                                                          2.3502      0.352      6.670      0.000       1.660       3.041
City Triangles                                                        2.1525      0.609      3.534      0.000       0.959       3.346
Claiborne                                                             2.6141      0.443      5.895      0.000       1.745       3.483
Claire's                                                              2.1251      0.195     10.894      0.000       1.743       2.507
Clarins                                                               3.0026      0.233     12.902      0.000       2.546       3.459
Clarisonic                                                          4.63e-15   1.07e-14      0.434      0.664   -1.63e-14    2.55e-14
Clarks                                                                2.6616      0.359      7.411      0.000       1.958       3.365
Cleveland Golf                                                        2.5506      0.654      3.900      0.000       1.269       3.832
Clinique                                                              2.9113      0.064     45.392      0.000       2.786       3.037
Clinique Du Rond                                                  -8.344e-15   9.61e-15     -0.868      0.385   -2.72e-14    1.05e-14
Cloud B                                                           -1.707e-14   8.17e-15     -2.089      0.037   -3.31e-14   -1.06e-15
Club Monaco                                                           2.2491      0.609      3.695      0.000       1.056       3.442
CoCaLo                                                             6.618e-15   9.22e-15      0.718      0.473   -1.15e-14    2.47e-14
Coach                                                                 3.4209      0.042     82.145      0.000       3.339       3.503
Coast                                                                 3.1028      0.611      5.080      0.000       1.906       4.300
Cobra Electronics                                                  -6.83e-15   9.41e-15     -0.726      0.468   -2.53e-14    1.16e-14
Coca-Cola                                                             2.8634      0.431      6.640      0.000       2.018       3.709
Coco Reef                                                         -2.373e-15   9.73e-15     -0.244      0.807   -2.14e-14    1.67e-14
Coldwater Creek                                                       2.8003      0.431      6.494      0.000       1.955       3.646
Cole Haan                                                             3.2205      0.137     23.487      0.000       2.952       3.489
Coleman                                                               2.2135      0.433      5.113      0.000       1.365       3.062
Colgate                                                               2.7342      0.182     15.019      0.000       2.377       3.091
Colin Stuart                                                       1.905e-14   1.15e-14      1.657      0.097   -3.48e-15    4.16e-14
Colosseum                                                             3.2021      0.610      5.245      0.000       2.006       4.399
ColourPop Cosmetics                                                   3.0667      0.078     39.465      0.000       2.914       3.219
Columbia                                                              2.8842      0.062     46.325      0.000       2.762       3.006
Comfort & Harmony                                                 -3.594e-15    9.4e-15     -0.382      0.702    -2.2e-14    1.48e-14
Comfort Colors                                                        2.9831      0.134     22.258      0.000       2.720       3.246
Comme des Garcons                                                     4.1324      0.431      9.585      0.000       3.287       4.977
Compaq                                                            -2.024e-14   7.98e-15     -2.536      0.011   -3.59e-14    -4.6e-15
Conair                                                                2.6747      0.355      7.532      0.000       1.979       3.371
Connected                                                             2.3023      0.608      3.784      0.000       1.110       3.495
Converse                                                              2.8025      0.055     50.773      0.000       2.694       2.911
Converse Shoes                                                        2.5362      0.180     14.101      0.000       2.184       2.889
Cooks Essentials                                                      2.6674      0.618      4.314      0.000       1.455       3.879
Cooper                                                                3.0684      0.610      5.033      0.000       1.874       4.263
Cooperative                                                           3.0132      0.431      6.990      0.000       2.168       3.858
Cordani Shoes                                                         2.3115      0.609      3.799      0.000       1.119       3.504
Corelle                                                               2.7552      0.432      6.382      0.000       1.909       3.601
CorningWare                                                           3.0059      0.255     11.807      0.000       2.507       3.505
Corral                                                              6.99e-15   7.83e-15      0.893      0.372   -8.36e-15    2.23e-14
Corso Como                                                        -6.494e-15   9.53e-15     -0.681      0.496   -2.52e-14    1.22e-14
Cosabella                                                             2.6806      0.611      4.390      0.000       1.484       3.877
Cosco                                                                 2.2393      0.354      6.327      0.000       1.546       2.933
Costa Del Mar                                                         2.9743      0.431      6.904      0.000       2.130       3.819
Cotton On                                                             2.6304      0.127     20.744      0.000       2.382       2.879
Cottonelle                                                            2.8743      0.451      6.376      0.000       1.991       3.758
Coty                                                                  2.6292      0.250     10.505      0.000       2.139       3.120
Coty, Inc.                                                            2.6384      0.608      4.337      0.000       1.446       3.831
Counterparts                                                          2.4905      0.612      4.072      0.000       1.292       3.689
Cover Fx                                                              3.3834      0.609      5.557      0.000       2.190       4.577
Cover Girl                                                         1.126e-14   8.12e-15      1.387      0.166   -4.66e-15    2.72e-14
CoverGirl                                                             2.4315      0.091     26.730      0.000       2.253       2.610
Covington                                                             2.8782      0.355      8.116      0.000       2.183       3.573
Cowgirl Tuff                                                          3.5011      0.610      5.740      0.000       2.306       4.697
Cra-Z-Art                                                         -1.084e-14   8.73e-15     -1.243      0.214    -2.8e-14    6.26e-15
Craftsman                                                             3.0798      0.745      4.132      0.000       1.619       4.541
Crayola                                                               3.1784      0.252     12.631      0.000       2.685       3.672
Creative Designs                                                      2.8493      0.609      4.679      0.000       1.656       4.043
Creativity for Kids                                                   2.4429      0.432      5.657      0.000       1.596       3.289
Crest                                                                 3.2607      0.123     26.605      0.000       3.020       3.501
CritterWare                                                           2.4249      0.612      3.963      0.000       1.226       3.624
Crocs                                                                 2.6327      0.078     33.619      0.000       2.479       2.786
Croft & Barrow                                                        2.6945      0.189     14.262      0.000       2.324       3.065
Crooks & Castles                                                      2.2971      0.609      3.775      0.000       1.104       3.490
Crosman                                                               3.4285      0.617      5.552      0.000       2.218       4.639
Cruel Girl                                                            2.5927      0.609      4.256      0.000       1.399       3.787
Cruiser Accessories                                                   3.2859      0.613      5.362      0.000       2.085       4.487
Cuddl Duds                                                         4.331e-15   8.45e-15      0.513      0.608   -1.22e-14    2.09e-14
Cuisinart                                                             2.8619      0.280     10.221      0.000       2.313       3.411
Current/Elliott                                                       2.8605      0.431      6.633      0.000       2.015       3.706
Curvy Couture                                                      1.096e-14   8.28e-15      1.323      0.186   -5.27e-15    2.72e-14
Custom Accessories                                                    3.7216      0.358     10.408      0.000       3.021       4.422
Customized & Personalized                                             3.2839      0.061     53.504      0.000       3.164       3.404
Cutter & Buck                                                         3.1114      0.432      7.207      0.000       2.265       3.958
Cutters                                                            2.443e-15   6.96e-15      0.351      0.725   -1.12e-14    1.61e-14
Cynthia Rowley                                                        2.8296      0.232     12.194      0.000       2.375       3.284
Céline                                                               4.2600      0.353     12.072      0.000       3.568       4.952
D&G                                                                   2.9166      0.353      8.270      0.000       2.225       3.608
DC Comics                                                             3.1157      0.107     29.223      0.000       2.907       3.325
DC Direct                                                          3.357e-15   7.73e-15      0.434      0.664   -1.18e-14    1.85e-14
DC Shoes                                                              2.7057      0.108     25.003      0.000       2.494       2.918
DCC                                                                   2.8930      0.609      4.754      0.000       1.700       4.086
DGK                                                                   2.9315      0.353      8.314      0.000       2.240       3.623
DIESEL                                                                3.2584      0.161     20.181      0.000       2.942       3.575
DIRECTV                                                               2.1553      0.619      3.480      0.001       0.941       3.369
DJI                                                                   4.4062      0.612      7.194      0.000       3.206       5.607
DKNY                                                                  2.9594      0.158     18.749      0.000       2.650       3.269
DKNYC                                                              6.899e-15   1.29e-14      0.535      0.592   -1.84e-14    3.22e-14
DV by Dolce Vita                                                      2.5637      0.608      4.214      0.000       1.371       3.756
DYMO                                                                  4.0695      0.436      9.342      0.000       3.216       4.923
Da-Nang                                                               3.5341      0.610      5.795      0.000       2.339       4.729
Daisy Fuentes                                                         2.4865      0.251      9.925      0.000       1.995       2.978
Dalia                                                             -2.218e-14   9.51e-15     -2.332      0.020   -4.08e-14   -3.54e-15
Dana Buchman                                                          2.5648      0.352      7.278      0.000       1.874       3.256
Daniel Cremieux                                                       2.5454      0.357      7.126      0.000       1.845       3.246
Daniel Wellington                                                     3.5229      0.609      5.782      0.000       2.329       4.717
Danielle Nicole                                                   -3.321e-15    9.9e-15     -0.335      0.737   -2.27e-14    1.61e-14
Danier                                                             1.258e-14   1.01e-14      1.241      0.215   -7.29e-15    3.24e-14
Danny & Nicole                                                        2.3485      0.475      4.940      0.000       1.417       3.280
Danskin                                                               2.5295      0.129     19.647      0.000       2.277       2.782
Danskin Now                                                           2.3101      0.250      9.229      0.000       1.820       2.801
Dansko                                                                3.1518      0.317      9.931      0.000       2.530       3.774
David Taylor                                                        -1.1e-14   9.08e-15     -1.212      0.225   -2.88e-14    6.79e-15
David Yurman                                                          5.7574      0.156     36.871      0.000       5.451       6.063
David's Bridal                                                        2.7938      0.148     18.919      0.000       2.504       3.083
Daytrip                                                               2.9117      0.161     18.122      0.000       2.597       3.227
Dazzle Multimedia                                                  4.972e-15   1.09e-14      0.457      0.647   -1.63e-14    2.63e-14
DeLONG                                                                3.2226      0.631      5.106      0.000       1.986       4.460
DeLonghi                                                          -7.068e-16   8.52e-15     -0.083      0.934   -1.74e-14     1.6e-14
DeMarini                                                           3.809e-15   1.11e-14      0.342      0.733    -1.8e-14    2.57e-14
DeWALT®                                                              3.1775      0.255     12.458      0.000       2.678       3.677
Deb                                                                   2.7491      0.608      4.519      0.000       1.557       3.941
Decree                                                                2.2868      0.250      9.134      0.000       1.796       2.778
Deena & Ozzy                                                          2.8209      0.609      4.636      0.000       1.628       4.014
Degree                                                                3.3126      0.308     10.744      0.000       2.708       3.917
Deletta                                                               2.5749      0.431      5.977      0.000       1.731       3.419
Dell                                                                  3.1250      0.141     22.168      0.000       2.849       3.401
Delta                                                              1.528e-15   8.61e-15      0.177      0.859   -1.53e-14    1.84e-14
Delta Burke                                                           2.5036      0.608      4.115      0.000       1.311       3.696
Denim & Co.                                                           2.2672      0.431      5.256      0.000       1.422       3.113
Dennis Basso                                                          3.9145      0.612      6.396      0.000       2.715       5.114
Derek Heart                                                           2.5415      0.274      9.282      0.000       2.005       3.078
Dermablend                                                            3.2517      0.154     21.063      0.000       2.949       3.554
Design History                                                        2.3145      0.610      3.794      0.000       1.119       3.510
Desigual                                                              3.6742      0.608      6.039      0.000       2.482       4.867
Deux Lux                                                              2.6268      0.609      4.316      0.000       1.434       3.820
Dex Baby                                                              2.0777      0.613      3.392      0.001       0.877       3.278
Diadora                                                               2.8570      0.609      4.694      0.000       1.664       4.050
Dial                                                                  3.0247      0.355      8.528      0.000       2.330       3.720
Diamond Supply Co.                                                    3.0216      0.129     23.360      0.000       2.768       3.275
Diane Gilman                                                      -2.233e-15   8.44e-15     -0.264      0.791   -1.88e-14    1.43e-14
Diane von Furstenberg                                                 3.0629      0.274     11.182      0.000       2.526       3.600
Dickies                                                               2.7704      0.130     21.231      0.000       2.515       3.026
Dior                                                                  2.8792      0.608      4.733      0.000       1.687       4.072
Discovery Kids                                                        3.0640      0.609      5.032      0.000       1.871       4.257
Disguise                                                           4.328e-15   9.72e-15      0.445      0.656   -1.47e-14    2.34e-14
Disney                                                                2.8376      0.041     69.946      0.000       2.758       2.917
Disney Baby                                                           3.0163      0.432      6.974      0.000       2.169       3.864
Disney Collection                                                     3.2946      0.124     26.544      0.000       3.051       3.538
Disney Jr.                                                            3.1342      0.207     15.170      0.000       2.729       3.539
Disney Pixar                                                          3.2365      0.167     19.364      0.000       2.909       3.564
Disney Pixar Cars                                                     2.7409      0.161     17.058      0.000       2.426       3.056
Disney Princess                                                       2.7776      0.129     21.454      0.000       2.524       3.031
Disney Tsum Tsum                                                      2.8537      0.167     17.078      0.000       2.526       3.181
Dittos                                                            -1.189e-14   8.49e-15     -1.401      0.161   -2.85e-14    4.75e-15
Divided                                                               2.8255      0.306      9.227      0.000       2.225       3.426
Dockers                                                               2.7183      0.213     12.745      0.000       2.300       3.136
Doctor Who                                                            2.0330      0.608      3.341      0.001       0.840       3.226
Dogeared                                                              2.9652      0.608      4.874      0.000       1.773       4.158
Dogswell                                                           1.005e-14   8.72e-15      1.153      0.249   -7.04e-15    2.71e-14
Dolce & Gabbana                                                       3.2550      0.233     13.987      0.000       2.799       3.711
Dolce Vita                                                            3.2035      0.187     17.168      0.000       2.838       3.569
Dollhouse                                                             2.5806      0.218     11.846      0.000       2.154       3.008
Donald J. Pliner                                                      2.4957      0.609      4.101      0.000       1.303       3.688
Donald Trump                                                          2.2986      0.609      3.777      0.000       1.106       3.491
Donna Morgan                                                          3.9696      0.609      6.518      0.000       2.776       5.163
Dooney & Bourke                                                       3.5411      0.064     54.963      0.000       3.415       3.667
Dots                                                                  2.4921      0.306      8.154      0.000       1.893       3.091
Double Zero                                                           2.4846      0.608      4.083      0.000       1.292       3.677
Dove                                                                  3.0234      0.171     17.689      0.000       2.688       3.358
Dr. Brown's                                                           3.3190      0.167     19.888      0.000       2.992       3.646
Dr. Hauschka                                                          3.2375      0.608      5.321      0.000       2.045       4.430
Dr. Martens                                                           3.3752      0.109     30.855      0.000       3.161       3.590
Dr. Scholl's                                                          2.6830      0.205     13.058      0.000       2.280       3.086
Dr. Seuss                                                          -1.63e-14      1e-14     -1.627      0.104   -3.59e-14    3.34e-15
Dragon                                                              8.34e-15    8.3e-15      1.005      0.315   -7.92e-15    2.46e-14
Dragon Ball Z                                                         3.0039      0.355      8.465      0.000       2.308       3.699
Drake                                                                 2.9854      0.306      9.759      0.000       2.386       3.585
Dream Lites                                                           2.6734      0.432      6.189      0.000       1.827       3.520
Dream On Me                                                           2.6784      0.752      3.564      0.000       1.205       4.151
Dreamgirl                                                             2.2106      0.611      3.616      0.000       1.012       3.409
Dreamworks                                                            2.7123      0.196     13.873      0.000       2.329       3.095
Dress Barn                                                            2.5403      0.431      5.895      0.000       1.696       3.385
Drunk Elephant                                                     8.754e-15   9.09e-15      0.963      0.335   -9.06e-15    2.66e-14
Duck Commander                                                        2.5061      0.609      4.114      0.000       1.312       3.700
Duck Head                                                             2.0784      0.612      3.399      0.001       0.880       3.277
Duo Maternity                                                         3.3719      0.614      5.491      0.000       2.168       4.575
Dynasty                                                               2.6170      0.609      4.301      0.000       1.424       3.810
EA Sports                                                             3.3991      0.609      5.585      0.000       2.206       4.592
ELF                                                                   1.8439      0.609      3.029      0.002       0.651       3.037
ELLE                                                                  2.4232      0.232     10.425      0.000       1.968       2.879
ENERGIE                                                               2.9523      0.432      6.837      0.000       2.106       3.799
EO                                                                    3.1964      0.210     15.244      0.000       2.785       3.607
Earl Jean                                                             2.8836      0.353      8.165      0.000       2.191       3.576
Earl Jeans                                                        -3.047e-15    7.7e-15     -0.396      0.692   -1.81e-14     1.2e-14
Earth Mama Angel Baby                                                 2.7913      0.625      4.463      0.000       1.565       4.017
East 5th                                                              2.1373      0.667      3.205      0.001       0.830       3.444
Eastern Mountain Sports                                               2.6014      0.652      3.991      0.000       1.324       3.879
Eastessence                                                           2.5408      0.609      4.172      0.000       1.347       3.734
Easton                                                                3.8563      0.368     10.478      0.000       3.135       4.578
Ecko Red                                                              2.5781      0.251     10.291      0.000       2.087       3.069
Ecko Unltd.                                                           2.5779      0.431      5.982      0.000       1.733       3.423
Ed Hardy                                                              2.4728      0.139     17.854      0.000       2.201       2.744
Eddie Bauer                                                           2.8825      0.130     22.240      0.000       2.628       3.137
Educational Insights                                                  3.4512      0.609      5.664      0.000       2.257       4.645
Eileen Fisher                                                         2.6398      0.609      4.334      0.000       1.446       3.834
Elan                                                              -1.376e-14   1.21e-14     -1.135      0.256   -3.75e-14       1e-14
Elegant Moments                                                       3.2074      0.608      5.273      0.000       2.015       4.399
Element                                                               2.7136      0.352      7.701      0.000       2.023       3.404
Elements                                                              2.8886      0.609      4.741      0.000       1.694       4.083
Elementz                                                              2.1561      0.609      3.542      0.000       0.963       3.349
Elie Tahari                                                           4.0940      0.608      6.728      0.000       2.901       5.287
Elite                                                                 3.4168      0.610      5.597      0.000       2.220       4.613
Eliza J                                                               3.1386      0.608      5.158      0.000       1.946       4.331
Elizabeth Arden                                                       2.8923      0.205     14.083      0.000       2.490       3.295
Elizabeth and James                                                   3.5324      0.433      8.163      0.000       2.684       4.381
Ellen Tracy                                                           2.8828      0.354      8.132      0.000       2.188       3.578
Elmers                                                                2.5759      0.075     34.426      0.000       2.429       2.723
Emerald Sundae                                                     3.258e-14   1.03e-14      3.167      0.002    1.24e-14    5.27e-14
Emerica                                                               2.6081      0.431      6.047      0.000       1.763       3.453
Emerson                                                               4.1332      0.619      6.673      0.000       2.919       5.347
Emilio Pucci                                                          4.1487      0.431      9.625      0.000       3.304       4.994
Emma James                                                        -2.138e-14   1.06e-14     -2.018      0.044   -4.21e-14   -6.16e-16
Empire                                                                2.6054      0.307      8.496      0.000       2.004       3.207
Emporio Armani                                                        3.4524      0.433      7.978      0.000       2.604       4.301
En Focus Studio                                                       2.4976      0.431      5.794      0.000       1.653       3.343
Energizer®                                                           2.3753      0.441      5.382      0.000       1.510       3.240
Enfagrow                                                              2.5366      0.294      8.625      0.000       1.960       3.113
Enfamil                                                               3.2802      0.142     23.138      0.000       3.002       3.558
Enyce                                                                 2.8207      0.614      4.595      0.000       1.617       4.024
Enzo Angiolini                                                        3.1888      0.609      5.240      0.000       1.996       4.382
Epson                                                                 3.2903      0.287     11.448      0.000       2.727       3.854
Eric Carle                                                            2.4416      0.435      5.613      0.000       1.589       3.294
Ermenegildo Zegna                                                     3.0005      0.610      4.915      0.000       1.804       4.197
Ernie Ball                                                            2.8809      0.630      4.573      0.000       1.646       4.116
Esprit                                                                2.9691      0.617      4.812      0.000       1.760       4.178
Essence of Beauty                                                  5.401e-15   1.05e-14      0.512      0.609   -1.53e-14    2.61e-14
Essie                                                             -1.832e-14   9.45e-15     -1.937      0.053   -3.68e-14    2.14e-16
Estee Lauder                                                          3.1300      0.071     44.319      0.000       2.992       3.268
Etienne Aigner                                                        3.3340      0.618      5.394      0.000       2.122       4.546
Eucerin                                                               3.4896      0.610      5.724      0.000       2.295       4.684
Euro-Pro                                                              3.4798      0.638      5.451      0.000       2.229       4.731
Evan Picone                                                       -6.504e-15   1.32e-14     -0.494      0.621   -3.23e-14    1.93e-14
Evenflo                                                               2.8946      0.207     14.014      0.000       2.490       3.299
Everlane                                                          -1.578e-14   8.26e-15     -1.912      0.056    -3.2e-14       4e-16
Everlast                                                              2.5751      0.256     10.056      0.000       2.073       3.077
Everly Grey                                                           3.6293      0.629      5.768      0.000       2.396       4.863
Evie                                                                  2.2443      0.620      3.618      0.000       1.029       3.460
EvoShield                                                         -1.717e-14   8.39e-15     -2.047      0.041   -3.36e-14   -7.27e-16
Exo-Terra                                                             2.1120      0.637      3.313      0.001       0.863       3.361
Express                                                               2.8388      0.053     53.659      0.000       2.735       2.943
Eyeshadow                                                             2.1037      0.432      4.875      0.000       1.258       2.949
FOREVER 21                                                            2.5759      0.038     67.553      0.000       2.501       2.651
FULL TILT                                                             2.6210      0.144     18.182      0.000       2.338       2.904
Faber-Castell                                                         3.0848      0.609      5.066      0.000       1.891       4.278
Fabletics                                                             2.7590      0.195     14.145      0.000       2.377       3.141
Fabulous Frannie                                                      2.1658      0.610      3.552      0.000       0.971       3.361
Faded Glory                                                           2.3359      0.102     22.903      0.000       2.136       2.536
Faithfull the Brand                                                   4.5866      0.608      7.539      0.000       3.394       5.779
Famous Stars & Straps                                                 3.1026      0.431      7.199      0.000       2.258       3.947
Fang                                                                  2.8198      0.608      4.635      0.000       1.627       4.012
Fantasie                                                          -4.005e-15   1.06e-14     -0.377      0.706   -2.48e-14    1.68e-14
Farberware                                                            2.9705      0.264     11.253      0.000       2.453       3.488
Fashion Bug                                                           2.7938      0.251     11.153      0.000       2.303       3.285
Fashion Forms                                                     -1.524e-14   9.04e-15     -1.685      0.092    -3.3e-14    2.48e-15
Fashion Nova                                                          2.9438      0.078     37.746      0.000       2.791       3.097
Fashion to Figure                                                 -3.073e-15   9.79e-15     -0.314      0.754   -2.23e-14    1.61e-14
Fatal Clothing                                                        2.5484      0.609      4.188      0.000       1.356       3.741
Febreze                                                               2.8528      0.180     15.877      0.000       2.501       3.205
Fellowes                                                           -1.26e-14   1.23e-14     -1.022      0.307   -3.68e-14    1.16e-14
Fender                                                                3.6300      0.386      9.408      0.000       2.874       4.386
Fendi                                                                 3.8482      0.159     24.191      0.000       3.536       4.160
Ferasali                                                              3.6096      0.431      8.377      0.000       2.765       4.454
Ferragamo                                                             3.8409      0.435      8.828      0.000       2.988       4.694
Ferrari                                                               3.2285      0.432      7.474      0.000       2.382       4.075
Field & Stream                                                        2.7550      0.309      8.911      0.000       2.149       3.361
Fifth Sun                                                         -5.698e-15      1e-14     -0.568      0.570   -2.53e-14    1.39e-14
Fila                                                                  2.7464      0.156     17.623      0.000       2.441       3.052
Fila Sport                                                            2.5538      0.251     10.192      0.000       2.063       3.045
Fiore                                                                 2.1835      0.431      5.064      0.000       1.338       3.029
Fire Los Angeles                                                      2.7944      0.608      4.593      0.000       1.602       3.987
Fisher-Price                                                          2.9653      0.079     37.743      0.000       2.811       3.119
Fisher-Price Baby                                                     3.3972      0.355      9.566      0.000       2.701       4.093
Fitbit                                                                3.6062      0.089     40.621      0.000       3.432       3.780
Fjallraven                                                            3.2938      0.611      5.391      0.000       2.096       4.491
Flexees                                                               2.4436      0.353      6.926      0.000       1.752       3.135
Flirtitude                                                            2.5801      0.609      4.239      0.000       1.387       3.773
Floam                                                                 2.6048      0.130     20.103      0.000       2.351       2.859
Floppy Products                                                       3.3988      0.646      5.264      0.000       2.133       4.664
Florsheim                                                             2.1659      0.609      3.559      0.000       0.973       3.359
Fluval                                                                3.4220      0.612      5.592      0.000       2.223       4.621
Flying Monkey                                                         2.4503      0.431      5.682      0.000       1.605       3.296
Flying Tomato                                                         2.6437      0.608      4.346      0.000       1.451       3.836
FootJoy                                                               3.1568      0.432      7.306      0.000       2.310       4.004
For Joseph                                                         6.936e-16    8.4e-15      0.083      0.934   -1.58e-14    1.72e-14
For Love and Lemons                                                   4.4899      0.352     12.745      0.000       3.799       5.180
Ford                                                                  3.6655      0.612      5.987      0.000       2.466       4.865
Forever Unique                                                        2.3015      0.608      3.783      0.000       1.109       3.494
Fossil                                                                3.2113      0.071     45.018      0.000       3.072       3.351
Fourstar Clothing                                                     2.8361      0.609      4.661      0.000       1.643       4.029
Fox                                                                   3.1365      0.456      6.881      0.000       2.243       4.030
Fox Racing                                                            2.9372      0.105     27.865      0.000       2.731       3.144
Frame Denim                                                           4.2952      0.431      9.968      0.000       3.451       5.140
Francesca's Collections                                               2.5876      0.186     13.895      0.000       2.223       2.953
Franco Sarto                                                          2.8818      0.274     10.517      0.000       2.345       3.419
Frankie B                                                             2.4860      0.614      4.051      0.000       1.283       3.689
Frankie's Bikinis                                                     4.3385      0.233     18.643      0.000       3.882       4.795
Franklin                                                              2.3987      0.444      5.405      0.000       1.529       3.268
Franklin Learning Systems                                          8.615e-16   9.57e-15      0.090      0.928   -1.79e-14    1.96e-14
Freddy                                                                4.0310      0.609      6.624      0.000       2.838       5.224
Frederick's of Hollywood                                              2.9773      0.353      8.427      0.000       2.285       3.670
Free Country                                                          2.9355      0.356      8.242      0.000       2.237       3.634
Free People                                                           3.3871      0.052     64.970      0.000       3.285       3.489
Freestyle                                                             3.1838      0.609      5.225      0.000       1.990       4.378
French Connection                                                     3.2758      0.353      9.292      0.000       2.585       3.967
French Laundry                                                        2.5082      0.306      8.200      0.000       1.909       3.108
French Toast                                                      -1.437e-15   9.66e-15     -0.149      0.882   -2.04e-14    1.75e-14
Fresh                                                                 2.8778      0.609      4.727      0.000       1.685       4.071
Freya                                                             -1.124e-14   9.28e-15     -1.211      0.226   -2.94e-14    6.94e-15
Frontline                                                             3.4347      0.432      7.957      0.000       2.589       4.281
Fruit of the Loom                                                     2.6123      0.251     10.424      0.000       2.121       3.103
Frye                                                                  4.0012      0.144     27.715      0.000       3.718       4.284
Fuji                                                                  2.9617      0.115     25.758      0.000       2.736       3.187
Fujifilm                                                              3.7879      0.614      6.173      0.000       2.585       4.991
Fun World                                                             2.8808      0.354      8.137      0.000       2.187       3.575
Funimation Production                                                 2.9035      0.307      9.468      0.000       2.302       3.505
Funko                                                                 3.2236      0.049     65.731      0.000       3.127       3.320
Furla                                                                 4.1434      0.352     11.755      0.000       3.453       4.834
Furminator                                                            4.0063      0.610      6.565      0.000       2.810       5.202
G by Guess                                                            2.7488      0.205     13.386      0.000       2.346       3.151
G-Shock                                                               3.2747      0.234     13.992      0.000       2.816       3.733
G-Star Raw                                                            3.2107      0.372      8.619      0.000       2.481       3.941
G.I. JOE                                                              2.7292      0.609      4.483      0.000       1.536       3.923
GAIAM                                                                 3.1151      0.616      5.055      0.000       1.907       4.323
GAIN                                                                  2.7567      0.357      7.727      0.000       2.057       3.456
GAME                                                               2.083e-14   1.09e-14      1.914      0.056   -4.97e-16    4.22e-14
GE                                                                    3.0903      0.618      4.998      0.000       1.878       4.302
GEAR FOR SPORTS                                                       2.0314      0.612      3.318      0.001       0.832       3.231
GM Performance Parts                                              -5.831e-15   1.17e-14     -0.500      0.617   -2.87e-14     1.7e-14
GUESS                                                                 2.8560      0.062     46.132      0.000       2.735       2.977
Galaxy                                                            -1.031e-14   9.48e-15     -1.088      0.277   -2.89e-14    8.27e-15
Gallery                                                               2.9224      0.614      4.759      0.000       1.719       4.126
Ganz                                                                  2.9638      0.159     18.653      0.000       2.652       3.275
Gap                                                                   2.8092      0.047     60.338      0.000       2.718       2.900
Garage                                                                2.7993      0.608      4.601      0.000       1.607       3.992
Garmin                                                                3.4341      0.179     19.209      0.000       3.084       3.785
Garnet Hill                                                           2.7326      0.609      4.489      0.000       1.539       3.926
Garnier                                                               2.8163      0.145     19.479      0.000       2.533       3.100
Gateway                                                               3.0373      0.611      4.970      0.000       1.839       4.235
General Electric                                                      2.4381      0.307      7.935      0.000       1.836       3.040
Generic                                                               1.9630      0.608      3.227      0.001       0.771       3.155
Geneva                                                                1.9764      0.235      8.414      0.000       1.516       2.437
Gentle Souls                                                          3.5943      0.609      5.907      0.000       2.402       4.787
Geoffrey Beene                                                        3.1753      0.434      7.313      0.000       2.324       4.026
George                                                                2.4166      0.308      7.846      0.000       1.813       3.020
George Foreman                                                        3.1006      0.436      7.107      0.000       2.246       3.956
George Simonton                                                       2.6670      0.609      4.381      0.000       1.474       3.860
Georgio Armani                                                        3.5062      0.123     28.550      0.000       3.266       3.747
Gerber                                                                2.6924      0.152     17.665      0.000       2.394       2.991
Gerber Good Start                                                     4.4597      0.319     13.967      0.000       3.834       5.086
Giacca                                                             -1.04e-14   1.09e-14     -0.954      0.340   -3.18e-14     1.1e-14
Giani Bernini                                                         1.9685      0.609      3.235      0.001       0.776       3.161
Gianni Bini                                                           2.7234      0.353      7.725      0.000       2.032       3.414
Gildan                                                                2.8926      0.083     34.656      0.000       2.729       3.056
Gillette                                                              3.0447      0.132     23.017      0.000       2.785       3.304
Gilligan & O'Malley                                                   2.6561      0.179     14.810      0.000       2.305       3.008
Gilly Hicks                                                           2.6130      0.218     11.996      0.000       2.186       3.040
Giorgio Armani                                                        3.1444      0.432      7.281      0.000       2.298       3.991
Gitano                                                                2.9422      0.609      4.834      0.000       1.749       4.135
Giuseppe Zanotti                                                      4.7860      0.609      7.861      0.000       3.593       5.979
Givenchy                                                              3.5146      0.160     21.911      0.000       3.200       3.829
Glade                                                                 2.7113      0.205     13.237      0.000       2.310       3.113
Glo Jeans                                                         -1.747e-14   9.35e-15     -1.868      0.062   -3.58e-14     8.6e-16
Globe                                                             -2.975e-17   1.07e-14     -0.003      0.998    -2.1e-14     2.1e-14
Gloria Vanderbilt                                                     3.1088      0.275     11.303      0.000       2.570       3.648
Go Gear                                                               3.8651      0.282     13.699      0.000       3.312       4.418
GoPro                                                                 5.1452      0.614      8.385      0.000       3.943       6.348
Goddess                                                               3.1322      0.608      5.148      0.000       1.940       4.325
Godinger                                                          -7.697e-15   1.09e-14     -0.709      0.478    -2.9e-14    1.36e-14
Gold Bug                                                              3.0045      0.646      4.653      0.000       1.739       4.270
Gold's Gym                                                            2.3448      0.609      3.849      0.000       1.151       3.539
Good Cook                                                             1.5382      0.618      2.488      0.013       0.326       2.750
Good Technology                                                       2.7062      0.252     10.739      0.000       2.212       3.200
Goodyear                                                              3.0079      0.616      4.879      0.000       1.800       4.216
Gottex                                                             8.094e-15   9.34e-15      0.867      0.386   -1.02e-14    2.64e-14
Goyard                                                                4.0778      0.611      6.671      0.000       2.880       5.276
Grace Elements                                                        2.7216      0.609      4.471      0.000       1.528       3.915
Grace In LA                                                           3.1303      0.276     11.359      0.000       2.590       3.670
Grace Karin                                                           3.1189      0.609      5.121      0.000       1.925       4.313
Graco                                                                 3.4717      0.245     14.142      0.000       2.991       3.953
Great Expectations                                                    3.2398      0.614      5.276      0.000       2.036       4.443
Greenlight Collectibles                                           -1.782e-14   1.12e-14     -1.584      0.113   -3.99e-14    4.22e-15
Griffin                                                               2.0158      0.432      4.668      0.000       1.169       2.862
Gucci                                                                 4.3526      0.066     66.237      0.000       4.224       4.481
Guerlain                                                              3.4911      0.274     12.755      0.000       2.955       4.028
Guess by Marciano                                                     3.3551      0.608      5.514      0.000       2.163       4.548
Gund                                                                  2.7702      0.353      7.839      0.000       2.078       3.463
Guy Harvey                                                            2.8840      0.252     11.454      0.000       2.390       3.377
Gymboree                                                              2.8640      0.061     46.732      0.000       2.744       2.984
Gymshark                                                              3.6375      0.072     50.412      0.000       3.496       3.779
H&M                                                                   2.6097      0.052     50.573      0.000       2.509       2.711
HDE                                                                   1.6005      0.609      2.626      0.009       0.406       2.795
HEAD                                                                  2.7901      0.369      7.570      0.000       2.068       3.512
HERMES                                                                3.8093      0.207     18.444      0.000       3.405       4.214
HOBO INTERNATIONAL                                                    3.8690      0.431      8.972      0.000       3.024       4.714
HP                                                                    3.3167      0.106     31.165      0.000       3.108       3.525
HTC                                                                   2.8498      0.187     15.230      0.000       2.483       3.216
HUF                                                                   2.8087      0.353      7.955      0.000       2.117       3.501
HYDRAULIC                                                             2.5214      0.233     10.804      0.000       2.064       2.979
Haggar                                                                3.1748      0.618      5.138      0.000       1.964       4.386
Hailey Logan                                                          3.8591      0.609      6.336      0.000       2.665       5.053
Hallmark                                                              2.6307      0.129     20.438      0.000       2.378       2.883
Halo                                                                  2.5207      0.280      9.006      0.000       1.972       3.069
Halogen                                                               2.5068      0.353      7.110      0.000       1.816       3.198
Halston Heritage                                                      4.0284      0.608      6.621      0.000       2.836       5.221
Hamilton Beach                                                        2.5224      0.443      5.695      0.000       1.654       3.391
Hanes                                                                 2.5018      0.187     13.382      0.000       2.135       2.868
Hang Ten                                                              2.4058      0.432      5.567      0.000       1.559       3.253
Hanna Anderson                                                        2.9393      0.127     23.168      0.000       2.691       3.188
Hannspree                                                             2.2631      0.643      3.522      0.000       1.004       3.523
Happy Socks                                                           2.4826      0.610      4.073      0.000       1.288       3.677
Harajuku Lovers                                                       2.5216      0.274      9.202      0.000       1.984       3.059
Hard Candy                                                            2.4275      0.172     14.120      0.000       2.091       2.765
Hard Tail                                                             2.5809      0.608      4.242      0.000       1.388       3.774
Harley-Davidson                                                       3.1464      0.064     49.393      0.000       3.022       3.271
Harman Kardon                                                         2.7420      0.432      6.351      0.000       1.896       3.588
Hasbro                                                                3.1992      0.078     40.962      0.000       3.046       3.352
Hasbro Games                                                          2.8542      0.355      8.047      0.000       2.159       3.549
Havaianas                                                             2.6985      0.431      6.259      0.000       1.853       3.544
Hawk                                                                  1.9998      0.609      3.286      0.001       0.807       3.192
Heart Soul                                                            2.7316      0.218     12.555      0.000       2.305       3.158
Hearthside Collection                                             -7.782e-15   1.06e-14     -0.734      0.463   -2.86e-14     1.3e-14
Helix                                                                 2.8531      0.645      4.422      0.000       1.588       4.118
Hello Kitty                                                           2.7184      0.075     36.356      0.000       2.572       2.865
Helly Hansen                                                          2.8597      0.279     10.259      0.000       2.313       3.406
Helmut Lang                                                           3.1507      0.443      7.116      0.000       2.283       4.019
Henri Bendel                                                          3.6905      0.195     18.917      0.000       3.308       4.073
Heritage                                                              2.4202      0.439      5.512      0.000       1.560       3.281
Hermès                                                               4.6904      0.621      7.557      0.000       3.474       5.907
Herschel Supply Company                                               3.3109      0.278     11.920      0.000       2.766       3.855
Hi-Tec                                                             5.035e-15   9.84e-15      0.512      0.609   -1.42e-14    2.43e-14
High Sierra                                                        8.379e-15   1.11e-14      0.754      0.451   -1.34e-14    3.02e-14
Hillard & Hanson                                                   1.003e-14   8.32e-15      1.205      0.228   -6.29e-15    2.63e-14
Hind                                                                  3.0240      0.608      4.970      0.000       1.832       4.216
Hippie                                                             1.888e-14   9.23e-15      2.045      0.041    7.85e-16     3.7e-14
Hitachi                                                               3.4430      0.439      7.852      0.000       2.584       4.303
HoMedics                                                              2.8077      0.354      7.939      0.000       2.115       3.501
Hobie                                                              1.741e-15   1.24e-14      0.141      0.888   -2.25e-14     2.6e-14
Hoka One                                                           1.024e-15   1.06e-14      0.096      0.923   -1.98e-14    2.19e-14
Hollister                                                             2.7038      0.043     62.301      0.000       2.619       2.789
Hollister Co.                                                         2.6534      0.113     23.473      0.000       2.432       2.875
Home Interiors                                                        3.1590      0.174     18.205      0.000       2.819       3.499
Honey Punch                                                           3.6820      0.609      6.046      0.000       2.488       4.876
Hot Kiss                                                              2.3607      0.232     10.156      0.000       1.905       2.816
Hot Sox                                                            1.622e-14   1.06e-14      1.535      0.125   -4.49e-15    3.69e-14
Hot Topic                                                             2.6968      0.054     50.070      0.000       2.591       2.802
Hot Wheels                                                            2.3660      0.135     17.473      0.000       2.101       2.631
Hourglass                                                             3.1552      0.609      5.183      0.000       1.962       4.348
Hourglass Cosmetics                                                   3.6142      0.179     20.204      0.000       3.264       3.965
House of Harlow 1960                                                  3.4956      0.609      5.744      0.000       2.303       4.688
Hoverboard                                                            4.1681      0.368     11.336      0.000       3.447       4.889
Hublot                                                            -1.197e-14   7.69e-15     -1.558      0.119    -2.7e-14    3.09e-15
Huda Beauty                                                           3.2147      0.120     26.805      0.000       2.980       3.450
Hudson Jeans                                                          3.4536      0.148     23.322      0.000       3.163       3.744
Hue                                                                   2.0080      0.609      3.298      0.001       0.815       3.201
Huggies                                                               2.9040      0.223     13.052      0.000       2.468       3.340
Huggies Little Movers                                                 3.3210      0.447      7.434      0.000       2.445       4.197
Huggies Little Snugglers                                              2.9224      0.298      9.800      0.000       2.338       3.507
Huggies Pull-Ups                                                      2.9514      0.372      7.942      0.000       2.223       3.680
Huggies Snug & Dry                                                    3.0446      0.260     11.688      0.000       2.534       3.555
Hugo Boss                                                             3.4095      0.621      5.493      0.000       2.193       4.626
Hula Honey                                                            2.8272      0.432      6.539      0.000       1.980       3.675
Hunter                                                                3.8240      0.093     40.916      0.000       3.641       4.007
Hunter Boots                                                          3.7716      0.218     17.297      0.000       3.344       4.199
Hurley                                                                2.6588      0.142     18.686      0.000       2.380       2.938
Hybrid                                                                2.3537      0.619      3.803      0.000       1.141       3.567
Hype                                                               8.631e-15   1.06e-14      0.816      0.415   -1.21e-14    2.94e-14
IBM                                                                   3.4406      0.611      5.630      0.000       2.243       4.638
IKEA                                                                  2.6175      0.144     18.143      0.000       2.335       2.900
INC International Concepts                                            2.7024      0.126     21.377      0.000       2.455       2.950
ION Audio                                                         -9.854e-15   1.04e-14     -0.946      0.344   -3.03e-14    1.06e-14
IT Cosmetics                                                          3.2019      0.083     38.374      0.000       3.038       3.365
IZOD                                                                  2.9966      0.220     13.599      0.000       2.565       3.429
Icon                                                                  3.2671      0.636      5.140      0.000       2.021       4.513
Ideology                                                              2.7784      0.608      4.568      0.000       1.586       3.971
Illamasqua                                                            3.2366      0.435      7.441      0.000       2.384       4.089
Imagine Baby                                                          2.5074      0.616      4.071      0.000       1.300       3.715
Imaginext                                                             3.3089      0.207     16.000      0.000       2.904       3.714
Incipio                                                               2.9149      0.196     14.910      0.000       2.532       3.298
Independent                                                           3.3149      0.045     74.324      0.000       3.227       3.402
Indigo Moon                                                           2.4208      0.622      3.893      0.000       1.202       3.640
Industrial Cotton                                                     2.3717      0.610      3.885      0.000       1.175       3.568
Infantino                                                             2.8724      0.211     13.630      0.000       2.459       3.285
Infinity                                                              2.9438      0.431      6.825      0.000       2.098       3.789
Infinity Raine                                                        3.1113      0.609      5.111      0.000       1.918       4.304
Ingenuity                                                             3.7890      0.469      8.083      0.000       2.870       4.708
Inglot                                                                2.5962      0.352      7.368      0.000       1.906       3.287
Ingrid & Isabel                                                       1.2898      0.707      1.824      0.068      -0.096       2.676
Insignia                                                              2.9207      0.631      4.626      0.000       1.683       4.158
Intel                                                                 3.6361      0.357     10.196      0.000       2.937       4.335
InterDesign                                                           2.4522      0.433      5.664      0.000       1.604       3.301
Invicta                                                               3.2346      0.354      9.133      0.000       2.540       3.929
Invicta Watch Group                                                 2.66e-14   8.34e-15      3.189      0.001    1.02e-14     4.3e-14
Iris                                                                  2.2923      0.432      5.311      0.000       1.446       3.138
Irish Spring                                                          3.5848      0.610      5.881      0.000       2.390       4.780
Iron Fist                                                             3.2789      0.218     15.057      0.000       2.852       3.706
Iron Maiden                                                           3.1894      0.609      5.241      0.000       1.997       4.382
Isaac Mizrahi                                                         3.6282      0.609      5.962      0.000       2.435       4.821
Isabel Marant                                                     -1.274e-14   9.74e-15     -1.307      0.191   -3.18e-14    6.36e-15
Island Escape                                                         3.1368      0.608      5.155      0.000       1.944       4.329
It's Our Time                                                      1.413e-15   9.94e-15      0.142      0.887   -1.81e-14    2.09e-14
Itzy Ritzy                                                        -9.566e-15   7.84e-15     -1.220      0.223   -2.49e-14     5.8e-15
Ivanka Trump                                                          3.5319      0.431      8.195      0.000       2.687       4.377
Ivory Ella                                                            3.2476      0.160     20.237      0.000       2.933       3.562
Ivy & Blu                                                             3.1531      0.608      5.182      0.000       1.961       4.346
Iz Byer                                                               2.6749      0.431      6.208      0.000       1.830       3.519
J Brand                                                               3.4657      0.436      7.955      0.000       2.612       4.320
J&L                                                                   2.0895      0.609      3.430      0.001       0.895       3.283
J. Crew                                                               3.0407      0.067     45.131      0.000       2.909       3.173
J. Jill                                                               2.9289      0.432      6.782      0.000       2.082       3.775
J.Crew                                                                2.8947      0.431      6.720      0.000       2.050       3.739
J.Lo by Jennifer Lopez                                                2.6269      0.431      6.095      0.000       1.782       3.472
JBL                                                                   3.6691      0.279     13.141      0.000       3.122       4.216
JC Toys                                                               3.0061      0.609      4.937      0.000       1.813       4.200
JCPenney                                                              2.7431      0.131     20.881      0.000       2.486       3.001
JERZEES                                                               2.9254      0.314      9.309      0.000       2.309       3.541
JJ Cole Collections                                                   2.7850      0.433      6.430      0.000       1.936       3.634
JM Collection                                                     -3.894e-15   8.76e-15     -0.444      0.657   -2.11e-14    1.33e-14
JS Boutique                                                           3.1035      0.609      5.095      0.000       1.910       4.297
JVC                                                                5.948e-15   7.78e-15      0.764      0.445   -9.31e-15    2.12e-14
Jac Vanek                                                         -3.739e-15   1.11e-14     -0.335      0.737   -2.56e-14    1.81e-14
Jack Rogers                                                           3.3273      0.251     13.278      0.000       2.836       3.819
Jaclyn Smith                                                          2.2536      0.353      6.384      0.000       1.562       2.946
Jada Toys                                                             2.6958      0.432      6.245      0.000       1.850       3.542
Jade                                                                  4.4093      0.608      7.248      0.000       3.217       5.602
Jafra                                                                 3.0804      0.353      8.720      0.000       2.388       3.773
Jagermeister                                                       1.694e-14   7.46e-15      2.271      0.023    2.32e-15    3.16e-14
Jakks Pacific                                                         2.5944      0.275      9.433      0.000       2.055       3.133
Jamberry                                                              2.9972      0.434      6.908      0.000       2.147       3.848
Jambu                                                                 3.2277      0.609      5.304      0.000       2.035       4.420
James Avery                                                           4.0305      0.098     41.040      0.000       3.838       4.223
James Jeans                                                       -2.216e-14   1.01e-14     -2.204      0.028   -4.19e-14   -2.46e-15
James Perse                                                           2.9054      0.352      8.246      0.000       2.215       3.596
JanSport                                                              2.9531      0.254     11.612      0.000       2.455       3.452
Jane Iredale                                                          2.9918      0.432      6.932      0.000       2.146       3.838
Jason Wu                                                              3.2100      0.614      5.230      0.000       2.007       4.413
Jay at Play                                                           3.0445      0.621      4.904      0.000       1.828       4.261
Jazwares                                                           1.011e-14   8.76e-15      1.154      0.248   -7.05e-15    2.73e-14
Jean Paul Gaultier                                                -1.845e-15   1.22e-14     -0.151      0.880   -2.58e-14    2.21e-14
Jeanne Pierre                                                         2.5059      0.609      4.117      0.000       1.313       3.699
Jeep                                                                  3.1650      0.667      4.748      0.000       1.858       4.472
Jeffery Campbell                                                      3.7644      0.161     23.402      0.000       3.449       4.080
Jeffree Star Cosmetics                                                3.3763      0.085     39.547      0.000       3.209       3.544
Jeffrey Campbell                                                      3.7086      0.431      8.603      0.000       2.864       4.553
Jelly Belly                                                        -1.38e-14   8.81e-15     -1.566      0.117   -3.11e-14    3.47e-15
Jennifer Lopez                                                        2.7773      0.186     14.900      0.000       2.412       3.143
Jensen                                                                3.5511      0.461      7.706      0.000       2.648       4.454
Jessica Howard                                                        2.9760      0.434      6.862      0.000       2.126       3.826
Jessica McClintock                                                    3.2490      0.431      7.537      0.000       2.404       4.094
Jessica Simpson                                                       2.8522      0.094     30.493      0.000       2.669       3.035
Jim Shore                                                             3.2242      0.251     12.853      0.000       2.733       3.716
Jimmy Choo                                                            4.4027      0.232     18.947      0.000       3.947       4.858
Jockey                                                                3.1031      0.306     10.135      0.000       2.503       3.703
Jodi Kristopher                                                       3.3513      0.431      7.776      0.000       2.507       4.196
Joe Benbasset                                                         2.5234      0.309      8.154      0.000       1.917       3.130
Joe's Jeans                                                           2.8947      0.173     16.780      0.000       2.557       3.233
John Deere                                                            2.4054      0.252      9.557      0.000       1.912       2.899
Johnson & Johnson                                                     2.9987      0.263     11.420      0.000       2.484       3.513
Johnston & Murphy                                                  1.212e-14    9.9e-15      1.224      0.221   -7.29e-15    3.15e-14
Joie                                                                  3.6050      0.431      8.367      0.000       2.761       4.449
Jolt                                                                  2.6162      0.274      9.545      0.000       2.079       3.153
Jolyn Clothing                                                        3.4173      0.353      9.686      0.000       2.726       4.109
Jones New York                                                        2.5909      0.232     11.153      0.000       2.136       3.046
Jonesport                                                             2.9523      0.611      4.835      0.000       1.755       4.149
Joovy                                                                 4.2266      0.745      5.677      0.000       2.767       5.686
Jordache                                                              2.2390      0.612      3.661      0.000       1.040       3.438
Jordan                                                                3.3983      0.066     51.242      0.000       3.268       3.528
Jordan Craig                                                          2.9209      0.657      4.447      0.000       1.634       4.208
Jordans                                                               3.4719      0.090     38.382      0.000       3.295       3.649
Joseph Abboud                                                         3.0893      0.632      4.891      0.000       1.851       4.327
Josephine Chaus                                                    -1.76e-14   1.16e-14     -1.519      0.129   -4.03e-14    5.11e-15
Josie                                                                 2.5554      0.609      4.199      0.000       1.362       3.748
Josie Maran                                                           3.3552      0.608      5.515      0.000       2.163       4.548
Josie Natori                                                          2.7174      0.431      6.305      0.000       1.873       3.562
Joujou                                                                2.9085      0.431      6.741      0.000       2.063       3.754
Joules                                                             4.887e-15   1.17e-14      0.418      0.676    -1.8e-14    2.78e-14
Journey Girls                                                         3.2501      0.353      9.196      0.000       2.557       3.943
Jovani                                                                4.7761      0.234     20.442      0.000       4.318       5.234
Judith March                                                       1.275e-14   1.13e-14      1.132      0.258   -9.32e-15    3.48e-14
Juicy Couture                                                         2.9874      0.064     46.875      0.000       2.862       3.112
Jump Apparel                                                          3.0416      0.608      4.999      0.000       1.849       4.234
Jumping Beans                                                         2.5652      0.179     14.331      0.000       2.214       2.916
Junk Food                                                          1.343e-14   6.69e-15      2.008      0.045    3.23e-16    2.65e-14
Just Love                                                          7.907e-15   9.46e-15      0.836      0.403   -1.06e-14    2.64e-14
Just My Size                                                          2.5425      0.353      7.207      0.000       1.851       3.234
Just Play                                                             3.8984      0.609      6.402      0.000       2.705       5.092
JustFab                                                               2.7547      0.166     16.576      0.000       2.429       3.080
Justice                                                               2.9130      0.071     41.090      0.000       2.774       3.052
Justin                                                                2.7237      0.172     15.797      0.000       2.386       3.062
Justin Boots                                                          3.3499      0.608      5.506      0.000       2.157       4.542
K'NEX                                                                 2.5981      0.615      4.222      0.000       1.392       3.804
K-SWISS                                                               2.2636      0.306      7.394      0.000       1.664       2.864
KIKO MILANO                                                           2.5178      0.608      4.138      0.000       1.325       3.710
KONG                                                                  2.6539      0.354      7.499      0.000       1.960       3.348
KUT from the Kloth                                                    3.3443      0.432      7.740      0.000       2.497       4.191
KY                                                                 8.732e-15   1.17e-14      0.745      0.456   -1.42e-14    3.17e-14
Kae Argatherapie                                                      1.7541      0.609      2.882      0.004       0.561       2.947
Kala                                                                  3.5551      0.503      7.066      0.000       2.569       4.541
Kanga Care                                                            2.5217      0.616      4.094      0.000       1.314       3.729
Kangol                                                             9.128e-15   1.06e-14      0.865      0.387   -1.16e-14    2.98e-14
Kappa                                                                 3.1219      0.609      5.130      0.000       1.929       4.315
Kardashian Kollection                                                 2.6914      0.195     13.792      0.000       2.309       3.074
Karen Kane                                                         7.215e-15   1.07e-14      0.674      0.500   -1.38e-14    2.82e-14
Karen Scott                                                           2.5121      0.306      8.211      0.000       1.912       3.112
Kasper                                                                2.9011      0.611      4.744      0.000       1.703       4.100
Kat Von D                                                             3.2587      0.061     53.293      0.000       3.139       3.379
Kat Von D Beauty                                                   -2.43e-15   8.95e-15     -0.272      0.786      -2e-14    1.51e-14
Kate Landry                                                           2.6846      0.608      4.412      0.000       1.492       3.877
Kate Somerville                                                       3.3175      0.608      5.453      0.000       2.125       4.510
Kate Spade                                                            3.8193      0.046     83.902      0.000       3.730       3.909
Kathy Van Zeeland                                                     2.5023      0.353      7.090      0.000       1.811       3.194
Kay Jewelers                                                          3.7650      0.250     15.039      0.000       3.274       4.256
Kaytee                                                                2.6775      0.443      6.050      0.000       1.810       3.545
Keds                                                                  2.6777      0.251     10.673      0.000       2.186       3.169
Kelly & Katie                                                         2.9135      0.609      4.788      0.000       1.721       4.106
Kelsi Dagger                                                      -1.569e-14   9.78e-15     -1.604      0.109   -3.49e-14    3.48e-15
Kenar                                                                 2.3450      0.610      3.842      0.000       1.149       3.541
Kendall & Kylie                                                       2.8867      0.205     14.059      0.000       2.484       3.289
Kendra Scott                                                          4.5818      0.048     94.639      0.000       4.487       4.677
Kenneth Cole                                                      -2.379e-14   8.85e-15     -2.688      0.007   -4.11e-14   -6.44e-15
Kenneth Cole New York                                                 2.8751      0.166     17.297      0.000       2.549       3.201
Kenneth Cole Reaction                                                 2.7574      0.283      9.738      0.000       2.202       3.312
Kenneth Jay Lane                                                  -8.999e-15   9.52e-15     -0.946      0.344   -2.77e-14    9.65e-15
Kensie                                                                2.8241      0.612      4.618      0.000       1.625       4.023
Kenwood                                                               2.8353      0.489      5.796      0.000       1.877       3.794
Kenzo                                                                 3.1781      0.608      5.223      0.000       1.985       4.371
Keranique                                                             3.0758      0.611      5.030      0.000       1.877       4.274
Keurig                                                                3.2460      0.106     30.675      0.000       3.039       3.453
Kibbles 'n Bits                                                       3.2404      0.355      9.140      0.000       2.545       3.935
KidCo                                                             -4.576e-17   9.69e-15     -0.005      0.996    -1.9e-14     1.9e-14
Kids Preferred                                                    -2.889e-14   1.04e-14     -2.790      0.005   -4.92e-14   -8.59e-15
Kidsline                                                              2.0920      0.613      3.415      0.001       0.891       3.293
Kiehl's                                                               3.2283      0.156     20.655      0.000       2.922       3.535
Kiinde                                                                3.7952      0.615      6.169      0.000       2.589       5.001
Kim Rogers                                                            2.2179      0.355      6.248      0.000       1.522       2.914
Kimchi Blue                                                           2.8639      0.217     13.171      0.000       2.438       3.290
KinderGlo                                                             2.6940      0.619      4.351      0.000       1.480       3.908
Kipling                                                               2.3430      0.431      5.436      0.000       1.498       3.188
Kiplling                                                              2.8247      0.219     12.884      0.000       2.395       3.254
Kirra                                                                 2.3804      0.431      5.524      0.000       1.536       3.225
KitchenAid                                                            3.4679      0.192     18.054      0.000       3.091       3.844
Kleenex                                                               2.9003      0.433      6.702      0.000       2.052       3.748
Klipsch                                                            3.257e-14   1.05e-14      3.096      0.002    1.19e-14    5.32e-14
Koala Baby                                                            2.5764      0.609      4.229      0.000       1.382       3.770
Kodak                                                                 2.3811      0.260      9.173      0.000       1.872       2.890
Kolcraft                                                              1.3043      0.677      1.928      0.054      -0.022       2.630
Koman                                                                 2.4043      0.614      3.917      0.000       1.201       3.607
Konami                                                                2.7718      0.094     29.481      0.000       2.588       2.956
Kooba                                                                 2.8777      0.609      4.728      0.000       1.685       4.071
Koret                                                                 3.1229      0.609      5.130      0.000       1.930       4.316
Kork-Ease                                                             3.2109      0.608      5.277      0.000       2.018       4.404
Kotex                                                                 2.9799      0.183     16.255      0.000       2.621       3.339
Kuhl                                                                  3.9560      0.623      6.349      0.000       2.735       5.177
Kurgo                                                             -3.294e-14   1.09e-14     -3.011      0.003   -5.44e-14   -1.15e-14
Kylie Cosmetics                                                       3.2486      0.055     59.581      0.000       3.142       3.356
Kyocera                                                               1.3165      0.609      2.162      0.031       0.123       2.510
Kyodan                                                                2.8599      0.306      9.353      0.000       2.261       3.459
L'Oreal                                                               2.6048      0.072     36.089      0.000       2.463       2.746
L*SPACE                                                               3.2229      0.431      7.474      0.000       2.378       4.068
L.A. Blues                                                            2.3140      0.612      3.784      0.000       1.116       3.513
L.A.M.B.                                                              3.4151      0.251     13.621      0.000       2.924       3.906
L.L. Bean                                                             3.5740      0.129     27.659      0.000       3.321       3.827
LA Hearts                                                             2.6113      0.195     13.364      0.000       2.228       2.994
LA Idol                                                               3.1457      0.275     11.453      0.000       2.607       3.684
LC Lauren Conrad                                                      2.8580      0.103     27.661      0.000       2.655       3.060
LEGO                                                                  3.3113      0.109     30.421      0.000       3.098       3.525
LF                                                                    3.7214      0.131     28.376      0.000       3.464       3.978
LG                                                                    3.1581      0.090     34.969      0.000       2.981       3.335
LOFT                                                                  2.3481      0.306      7.679      0.000       1.749       2.947
LRG                                                                   3.3192      0.354      9.366      0.000       2.625       4.014
La Blanca                                                             2.7313      0.608      4.489      0.000       1.539       3.924
La Femme                                                              4.9798      0.609      8.176      0.000       3.786       6.174
La Perla                                                              3.4198      0.608      5.621      0.000       2.227       4.612
LaCie                                                                 3.9908      0.619      6.451      0.000       2.778       5.203
Lacoste                                                               3.1086      0.103     30.168      0.000       2.907       3.311
Lafayette  New York                                                   3.0375      0.609      4.991      0.000       1.845       4.230
Lalaloopsy                                                            3.0427      0.181     16.819      0.000       2.688       3.397
Lamaze                                                            -7.277e-15   9.27e-15     -0.785      0.433   -2.54e-14    1.09e-14
Lambs & Ivy                                                           2.4564      0.613      4.010      0.000       1.256       3.657
Lancome                                                               3.1261      0.068     45.740      0.000       2.992       3.260
Lancôme                                                              2.7564      0.609      4.523      0.000       1.562       3.951
Lands' End                                                            2.6097      0.206     12.676      0.000       2.206       3.013
Lane Bryant                                                           2.7286      0.103     26.441      0.000       2.526       2.931
Lansinoh                                                              2.9379      0.241     12.170      0.000       2.465       3.411
Lanvin                                                                4.3149      0.609      7.082      0.000       3.121       5.509
Lapis                                                              1.316e-14   1.13e-14      1.166      0.244   -8.96e-15    3.53e-14
Laredo                                                                3.5865      0.608      5.895      0.000       2.394       4.779
Larry Levine                                                          2.6461      0.616      4.294      0.000       1.438       3.854
Last Kiss                                                             2.3225      0.610      3.808      0.000       1.127       3.518
Laundry by Shelli Segal                                           -7.624e-15    9.9e-15     -0.770      0.441    -2.7e-14    1.18e-14
Laura Ashley                                                          3.0213      0.433      6.973      0.000       2.172       3.870
Laura Geller                                                          3.0916      0.132     23.501      0.000       2.834       3.349
Laura Mercier                                                         3.2043      0.103     31.008      0.000       3.002       3.407
Laura Scott                                                           2.4755      0.353      7.016      0.000       1.784       3.167
Laurel Burch                                                          3.6277      0.609      5.961      0.000       2.435       4.821
Lauren Conrad                                                         2.9273      0.353      8.300      0.000       2.236       3.619
Lauren Ralph Lauren                                                   3.0898      0.122     25.333      0.000       2.851       3.329
Le Creuset                                                            3.0730      0.237     12.945      0.000       2.608       3.538
LeSportsac                                                            3.2006      0.609      5.258      0.000       2.008       4.394
Leap Frog                                                             3.0765      0.160     19.193      0.000       2.762       3.391
Lee                                                                   2.6780      0.208     12.859      0.000       2.270       3.086
Leith                                                                 2.5990      0.705      3.687      0.000       1.217       3.981
Lela Rose                                                             2.1469      0.609      3.526      0.000       0.954       3.340
Lenox                                                                 3.2075      0.207     15.480      0.000       2.801       3.614
Letarte                                                               2.9740      0.608      4.888      0.000       1.782       4.166
Level                                                                 2.6233      0.609      4.309      0.000       1.430       3.817
Levi Strauss & Co.                                                    3.1812      0.234     13.614      0.000       2.723       3.639
Levi's®                                                              2.8771      0.055     52.693      0.000       2.770       2.984
Lexar                                                                 2.2273      0.619      3.601      0.000       1.015       3.440
Lexmark                                                               4.3104      0.620      6.952      0.000       3.095       5.526
Lia Sophia                                                            2.7227      0.352      7.727      0.000       2.032       3.413
Liberty Apparel                                                       3.0414      0.667      4.560      0.000       1.734       4.349
Life Is Good                                                          2.5980      0.218     11.936      0.000       2.171       3.025
Life Stride                                                       -7.189e-15      1e-14     -0.719      0.472   -2.68e-14    1.24e-14
Liliana                                                             9.95e-15   1.08e-14      0.922      0.357   -1.12e-14    3.11e-14
Lilly Pulitzer                                                        3.6086      0.055     65.580      0.000       3.501       3.716
Lilly Pulitzer for Target                                             3.9345      0.431      9.131      0.000       3.090       4.779
Lily White                                                            2.4350      0.354      6.882      0.000       1.742       3.128
Lilyette                                                              2.3734      0.608      3.901      0.000       1.181       3.566
Lime Crime                                                            3.1374      0.115     27.309      0.000       2.912       3.363
Lime Crime Cosmetics                                                  4.3597      0.609      7.162      0.000       3.167       5.553
Limited Too                                                        1.439e-14   9.96e-15      1.445      0.149   -5.13e-15    3.39e-14
Lincoln Logs                                                          2.5999      0.615      4.224      0.000       1.394       3.806
Linea Donatella                                                   -1.602e-14   1.09e-14     -1.469      0.142   -3.74e-14    5.35e-15
Linksys                                                               2.3509      0.470      5.005      0.000       1.430       3.271
Lipsy                                                              1.321e-14   1.12e-14      1.176      0.240   -8.81e-15    3.52e-14
Liquid Blue                                                           3.1244      0.431      7.246      0.000       2.279       3.969
Listerine                                                          8.391e-15   8.76e-15      0.958      0.338   -8.78e-15    2.56e-14
Lite Brix                                                         -1.819e-14      1e-14     -1.811      0.070   -3.79e-14     1.5e-15
Litter Genie                                                          3.1147      0.612      5.090      0.000       1.915       4.314
Little Gifts                                                      -3.014e-15    1.2e-14     -0.252      0.801   -2.65e-14    2.05e-14
Little Tikes                                                          3.0754      0.255     12.067      0.000       2.576       3.575
Littlest Pet Shop                                                     2.7226      0.070     39.168      0.000       2.586       2.859
Live a Little                                                         2.9832      0.609      4.901      0.000       1.790       4.176
Liz & Co.                                                          3.404e-15   9.66e-15      0.352      0.725   -1.55e-14    2.23e-14
Liz Claiborne                                                         2.6587      0.148     18.025      0.000       2.370       2.948
Liz Lange                                                             2.6528      0.130     20.393      0.000       2.398       2.908
Liz Lange for Target                                                  2.8016      0.438      6.393      0.000       1.943       3.661
Loeffler Randall                                                      3.8556      0.609      6.336      0.000       2.663       5.048
Logitech                                                              2.8488      0.201     14.195      0.000       2.455       3.242
Lokai                                                                 2.8128      0.157     17.929      0.000       2.505       3.120
Lola                                                                  3.1166      0.446      6.994      0.000       2.243       3.990
Lolita                                                                2.9167      0.355      8.222      0.000       2.221       3.612
London Fog                                                            3.0321      0.251     12.076      0.000       2.540       3.524
London Jeans                                                          2.2603      0.659      3.432      0.001       0.970       3.551
London Times                                                          2.6516      0.353      7.518      0.000       1.960       3.343
Longaberger                                                           3.0441      0.190     16.029      0.000       2.672       3.416
Longchamp                                                             3.2980      0.353      9.354      0.000       2.607       3.989
Longchamp Paris                                                       3.4149      0.274     12.460      0.000       2.878       3.952
Looney Tunes                                                          3.2320      0.614      5.266      0.000       2.029       4.435
Lorac                                                                 3.2837      0.083     39.330      0.000       3.120       3.447
Lorna Jane                                                            2.7525      0.608      4.525      0.000       1.560       3.945
Lou & Grey                                                         1.608e-14   1.01e-14      1.598      0.110   -3.64e-15    3.58e-14
Loudmouth Golf                                                        3.5984      0.616      5.839      0.000       2.390       4.806
Louis Vuitton                                                         4.6283      0.054     85.926      0.000       4.523       4.734
Louisville Slugger                                                    3.5562      0.368      9.662      0.000       2.835       4.278
Loungefly                                                             3.0240      0.432      7.006      0.000       2.178       3.870
Love Culture                                                          2.6721      0.612      4.364      0.000       1.472       3.872
Love Riche                                                            2.7234      0.608      4.476      0.000       1.531       3.916
Lovers + Friends                                                   3.062e-15   8.22e-15      0.372      0.710   -1.31e-14    1.92e-14
LuLaRoe                                                               3.2348      0.036     89.337      0.000       3.164       3.306
LucasArts Entertainment                                               2.2163      0.609      3.642      0.000       1.023       3.409
Lucca                                                             -7.913e-15   9.83e-15     -0.805      0.421   -2.72e-14    1.14e-14
Lucky Brand                                                           3.0362      0.073     41.512      0.000       2.893       3.180
Lucky Brand Jeans                                                     3.2239      0.353      9.140      0.000       2.533       3.915
Lucy Activewear                                                       2.7339      0.250     10.925      0.000       2.243       3.224
Luli Fama                                                             3.9084      0.609      6.423      0.000       2.716       5.101
Lulu                                                                  2.4386      0.608      4.008      0.000       1.246       3.631
Lulu Townsend                                                         2.7080      0.609      4.448      0.000       1.515       3.901
Lulu's                                                                2.9148      0.274     10.624      0.000       2.377       3.453
Lululemon                                                             3.7117      0.039     95.422      0.000       3.635       3.788
LulyBoo                                                               1.6798      0.304      5.532      0.000       1.085       2.275
Lunaire                                                               2.5021      0.608      4.113      0.000       1.310       3.695
Lush                                                                  3.0978      0.077     40.368      0.000       2.947       3.248
Luvable Friends                                                       2.2740      0.633      3.591      0.000       1.033       3.515
Luvs                                                                  2.5862      0.372      6.959      0.000       1.858       3.315
Lux                                                                   2.3691      0.432      5.485      0.000       1.522       3.216
Lysol                                                                 2.6856      0.315      8.518      0.000       2.068       3.304
M                                                                     3.4345      0.218     15.751      0.000       3.007       3.862
M.I.A.                                                                2.9297      0.218     13.459      0.000       2.503       3.356
MAC                                                                   3.2909      0.048     69.126      0.000       3.198       3.384
MAC Cosmetics                                                         3.3570      0.431      7.783      0.000       2.512       4.202
MAKE UP FOR EVER                                                      2.8239      0.161     17.576      0.000       2.509       3.139
MAM Baby                                                              3.2728      0.315     10.382      0.000       2.655       3.891
MARC BY MARC JACOBS                                                   3.7273      0.106     35.178      0.000       3.520       3.935
MARC JACOBS                                                           3.4232      0.071     48.375      0.000       3.284       3.562
MCM                                                                   5.1500      0.274     18.775      0.000       4.612       5.688
MCM Worldwide                                                         4.2212      0.251     16.836      0.000       3.730       4.713
MEK                                                                   4.2540      0.432      9.846      0.000       3.407       5.101
MGA Entertainment                                                     2.7774      0.150     18.520      0.000       2.483       3.071
MIA                                                                   2.6855      0.352      7.619      0.000       1.995       3.376
MICHELE                                                               4.7818      0.609      7.848      0.000       3.588       5.976
MICHI by Michelle Watson                                              2.5878      0.433      5.982      0.000       1.740       3.436
MINIMALE ANIMALE                                                      3.5882      0.609      5.897      0.000       2.396       4.781
MINKPINK                                                              3.6655      0.432      8.483      0.000       2.819       4.512
MIU MIU                                                               3.1910      0.431      7.400      0.000       2.346       4.036
MIkoh                                                                 3.8502      0.353     10.897      0.000       3.158       4.543
MLB                                                                   2.8795      0.112     25.610      0.000       2.659       3.100
MSI                                                                   3.0362      0.643      4.725      0.000       1.777       4.296
MSK                                                                   3.1153      0.608      5.121      0.000       1.923       4.308
Maaji                                                                 3.4140      0.431      7.921      0.000       2.569       4.259
Mac Cosmetic                                                          3.3360      0.108     30.765      0.000       3.123       3.548
Mac Duggal                                                            3.6286      0.608      5.964      0.000       2.436       4.821
Machine                                                               2.5819      0.262      9.852      0.000       2.068       3.096
Maclaren                                                              2.5116      0.645      3.895      0.000       1.248       3.775
Macy's                                                                3.4190      0.274     12.476      0.000       2.882       3.956
Madame Alexander                                                      2.7953      0.432      6.475      0.000       1.949       3.641
Madden Girl                                                           2.6807      0.251     10.701      0.000       2.190       3.172
Madewell                                                              3.4702      0.140     24.708      0.000       3.195       3.746
Madison                                                               3.1033      0.609      5.095      0.000       1.910       4.297
Maeve                                                                 2.3772      0.431      5.517      0.000       1.533       3.222
Magazine                                                              2.5592      0.609      4.199      0.000       1.365       3.754
Magellan®                                                            2.6325      0.360      7.320      0.000       1.928       3.337
Maggie Barnes                                                     -5.135e-15   1.18e-14     -0.434      0.664   -2.83e-14     1.8e-14
Magic Bullet                                                          3.0194      0.213     14.177      0.000       2.602       3.437
Magnavox                                                              2.5026      0.366      6.842      0.000       1.786       3.220
Maidenform                                                            3.1461      0.274     11.484      0.000       2.609       3.683
Maison Goyard                                                      1.458e-14   9.12e-15      1.599      0.110   -3.29e-15    3.24e-14
Maison Martin Margiela                                                4.7753      0.609      7.838      0.000       3.581       5.969
Maisto                                                                3.3213      0.438      7.590      0.000       2.464       4.179
Majestic                                                              3.2310      0.154     21.013      0.000       2.930       3.532
Makeup Geek                                                           2.9564      0.608      4.859      0.000       1.764       4.149
Mally Beauty                                                          3.4815      0.352      9.880      0.000       2.791       4.172
Mamia                                                                 3.6242      0.608      5.957      0.000       2.432       4.817
Manduka                                                               3.7509      0.321     11.675      0.000       3.121       4.381
Mango                                                                 2.6460      0.306      8.640      0.000       2.046       3.246
Manhattan Toy                                                         2.5334      0.611      4.147      0.000       1.336       3.731
Manic Panic                                                           2.8187      0.321      8.786      0.000       2.190       3.447
Manolo Blahnik                                                        4.1931      0.432      9.714      0.000       3.347       5.039
Marc Ecko                                                          1.658e-14   9.56e-15      1.735      0.083   -2.15e-15    3.53e-14
Marc Fisher                                                           3.4896      0.608      5.735      0.000       2.297       4.682
Marc New York                                                         2.7194      0.431      6.305      0.000       1.874       3.565
Marciano                                                              3.1373      0.352      8.904      0.000       2.447       3.828
Margaritaville                                                        2.4920      0.609      4.090      0.000       1.298       3.686
Marika                                                                2.7624      0.306      9.040      0.000       2.164       3.361
Marimekko                                                          1.208e-14   1.19e-14      1.018      0.309   -1.12e-14    3.53e-14
Marineland                                                        -1.031e-14   8.79e-15     -1.173      0.241   -2.75e-14    6.92e-15
Mario Badescu Skin Care                                               2.5317      0.608      4.161      0.000       1.339       3.724
Marmot                                                                3.1505      0.307     10.275      0.000       2.550       3.751
Marni                                                                 3.5930      0.608      5.906      0.000       2.401       4.785
Martha Stewart                                                        2.5296      0.256      9.880      0.000       2.028       3.031
Marucci                                                            4.291e-15   1.01e-14      0.426      0.670   -1.55e-14    2.41e-14
Marvel                                                                2.9661      0.096     30.927      0.000       2.778       3.154
Marvel Universe                                                   -7.891e-15   1.16e-14     -0.680      0.496   -3.06e-14    1.48e-14
Mary Kay                                                              3.0187      0.058     52.039      0.000       2.905       3.132
Masquerade                                                        -1.777e-14   9.42e-15     -1.887      0.059   -3.62e-14    6.84e-16
Masters                                                               3.5456      0.432      8.215      0.000       2.700       4.392
Matchbox                                                              3.3223      0.356      9.324      0.000       2.624       4.021
Material Girl                                                         2.2893      0.218     10.517      0.000       1.863       2.716
Mattel®                                                              2.9703      0.066     44.731      0.000       2.840       3.100
Maui & Sons                                                           3.9904      0.612      6.518      0.000       2.790       5.190
Maurices                                                              2.6605      0.065     40.694      0.000       2.532       2.789
Max Factor                                                            2.0318      0.431      4.716      0.000       1.187       2.876
Max Studio                                                            3.0615      0.232     13.179      0.000       2.606       3.517
Maxi-Cosi                                                             3.5233      0.384      9.178      0.000       2.771       4.276
Maybelline                                                            2.4685      0.065     37.946      0.000       2.341       2.596
McDavid                                                               3.1812      0.609      5.222      0.000       1.987       4.375
McFarlane Sports                                                  -1.857e-14   9.59e-15     -1.936      0.053   -3.74e-14    2.28e-16
McFarlane Toys                                                        3.4449      0.353      9.763      0.000       2.753       4.137
Medela                                                                3.2801      0.137     23.895      0.000       3.011       3.549
Mega Bloks                                                            2.7063      0.215     12.597      0.000       2.285       3.127
Mega Hobby                                                         5.971e-15   9.67e-15      0.617      0.537    -1.3e-14    2.49e-14
Mel by Melissa                                                        3.4919      0.609      5.738      0.000       2.299       4.685
Melissa                                                            3.717e-14   1.19e-14      3.125      0.002    1.39e-14    6.05e-14
Melissa & Doug                                                        2.9466      0.170     17.379      0.000       2.614       3.279
Melt Cosmetics                                                        3.2382      0.608      5.323      0.000       2.046       4.431
Members Only                                                      -1.635e-14   8.35e-15     -1.958      0.050   -3.27e-14    1.51e-17
Meme                                                                  4.0105      0.608      6.591      0.000       2.818       5.203
Merle Norman                                                          2.8538      0.352      8.097      0.000       2.163       3.545
Mermaid Maternity                                                     2.6083      0.609      4.280      0.000       1.414       3.803
Merona                                                                2.5007      0.075     33.488      0.000       2.354       2.647
Merrell                                                               2.6743      0.161     16.597      0.000       2.359       2.990
Metal Mulisha                                                         3.0214      0.156     19.407      0.000       2.716       3.327
Metaphor                                                              2.1437      0.609      3.522      0.000       0.951       3.337
Mezco                                                                 2.9345      0.609      4.815      0.000       1.740       4.129
Michael Kors                                                          3.7965      0.040     95.227      0.000       3.718       3.875
Michael Stars                                                         2.7950      0.306      9.127      0.000       2.195       3.395
Miche                                                             -5.769e-15   9.01e-15     -0.641      0.522   -2.34e-14    1.19e-14
Micro Innovations                                                     3.2725      0.609      5.377      0.000       2.080       4.465
Microsoft                                                             3.1507      0.093     33.911      0.000       2.969       3.333
Middleton Doll Company                                                3.7452      0.307     12.219      0.000       3.144       4.346
Mighty Fine                                                           2.7040      0.609      4.444      0.000       1.511       3.897
Mikasa                                                                3.7938      0.438      8.653      0.000       2.934       4.653
Mikimoto                                                              5.3759      0.608      8.836      0.000       4.183       6.568
Milani                                                                2.6147      0.086     30.312      0.000       2.446       2.784
Milani Cosmetics                                                  -5.583e-16   1.07e-14     -0.052      0.958   -2.15e-14    2.04e-14
Miley Cyrus                                                           2.5765      0.353      7.303      0.000       1.885       3.268
Millau                                                                3.2847      0.608      5.399      0.000       2.092       4.477
Miller                                                                2.6519      0.609      4.358      0.000       1.459       3.845
Milly                                                                 3.6189      0.431      8.399      0.000       2.774       4.463
Mimi                                                                  2.8724      0.431      6.664      0.000       2.028       3.717
Mini Melissa                                                          4.2334      0.431      9.811      0.000       3.388       5.079
Minnetonka                                                            2.9845      0.274     10.891      0.000       2.447       3.522
Miraclesuit®                                                         2.8612      0.431      6.634      0.000       2.016       3.707
Mirro                                                              2.607e-14   1.12e-14      2.321      0.020    4.06e-15    4.81e-14
Misfits                                                               3.4400      0.611      5.631      0.000       2.243       4.637
Miss Chievous                                                         3.7292      0.608      6.130      0.000       2.537       4.922
Miss Me                                                               3.5315      0.058     61.194      0.000       3.418       3.645
Missguided                                                            3.0666      0.255     12.032      0.000       2.567       3.566
Mission                                                            2.106e-14   1.04e-14      2.023      0.043    6.57e-16    4.15e-14
Missoni                                                               2.6255      0.431      6.087      0.000       1.780       3.471
Mitchell & Ness                                                       2.9602      0.168     17.670      0.000       2.632       3.289
Mitchum                                                               2.3110      0.610      3.791      0.000       1.116       3.506
Mitsubishi                                                            3.3689      0.619      5.446      0.000       2.156       4.581
Mixit                                                                 2.2206      0.431      5.153      0.000       1.376       3.065
Mizuno                                                                3.0593      0.178     17.227      0.000       2.711       3.407
Moa Moa                                                               2.7191      0.609      4.467      0.000       1.526       3.912
Moda International                                                    2.4811      0.308      8.051      0.000       1.877       3.085
Modcloth                                                              3.0363      0.187     16.280      0.000       2.671       3.402
Modern Amusement                                                      3.4523      0.614      5.623      0.000       2.249       4.656
Moncler                                                               4.8489      0.360     13.461      0.000       4.143       5.555
Mongoose                                                          -1.911e-14   1.03e-14     -1.849      0.064   -3.94e-14    1.15e-15
Monistat                                                              2.5718      0.610      4.219      0.000       1.377       3.767
Monopoly                                                              2.8077      0.285      9.851      0.000       2.249       3.366
Monoreno                                                              2.4592      0.609      4.040      0.000       1.266       3.652
Monster Cable                                                     -4.416e-15   1.14e-14     -0.388      0.698   -2.67e-14    1.79e-14
Monteau                                                               2.5783      0.353      7.304      0.000       1.886       3.270
Moon Boot                                                             2.0138      0.608      3.310      0.001       0.821       3.206
Moose Toys                                                            2.7995      0.097     28.988      0.000       2.610       2.989
Mopar                                                             -1.498e-14   1.26e-14     -1.189      0.234   -3.97e-14    9.71e-15
Mopas                                                                 2.5553      0.608      4.201      0.000       1.363       3.747
Morgan & Co.                                                       9.259e-15   9.47e-15      0.978      0.328    -9.3e-15    2.78e-14
Morphe Cosmetics                                                      3.3100      0.086     38.372      0.000       3.141       3.479
Moschino                                                              4.1807      0.623      6.716      0.000       2.961       5.401
Mossimo                                                               2.4918      0.060     41.310      0.000       2.374       2.610
Mossimo Supply Co.                                                    2.4740      0.129     19.231      0.000       2.222       2.726
Mossy Oak                                                             2.7685      0.212     13.072      0.000       2.353       3.184
Motherhood                                                            2.3289      0.433      5.381      0.000       1.481       3.177
Motherhood Maternity                                                  2.8635      0.102     28.115      0.000       2.664       3.063
Motorcycle Stuff                                                      2.6448      0.497      5.323      0.000       1.671       3.619
Motorola                                                              3.2746      0.278     11.769      0.000       2.729       3.820
Moulinette Soeurs                                                     2.8139      0.608      4.625      0.000       1.621       4.007
Mountain Hardwear                                                     2.6564      0.432      6.156      0.000       1.811       3.502
Mountain Lake                                                         2.7394      0.610      4.488      0.000       1.543       3.936
Movado                                                                4.2815      0.432      9.917      0.000       3.435       5.128
Moving Comfort                                                        3.0993      0.353      8.780      0.000       2.407       3.791
Mr. Coffee                                                            3.1587      0.367      8.605      0.000       2.439       3.878
Mud Pie                                                               2.9633      0.614      4.822      0.000       1.759       4.168
Mudd                                                                  2.3902      0.115     20.872      0.000       2.166       2.615
Muk Luks                                                              2.5037      0.610      4.101      0.000       1.307       3.700
Mulberry                                                              2.5368      0.612      4.144      0.000       1.337       3.737
Munchkin                                                              2.6147      0.160     16.338      0.000       2.301       2.928
Murad                                                                 2.8279      0.431      6.560      0.000       1.983       3.673
Muse                                                                  3.0492      0.616      4.948      0.000       1.841       4.257
My Brest Friend                                                       3.2096      0.626      5.131      0.000       1.984       4.436
My Little Pony                                                        2.8643      0.133     21.581      0.000       2.604       3.124
My Michelle                                                           2.3324      0.277      8.433      0.000       1.790       2.874
Mylec                                                              -8.28e-16   1.07e-14     -0.077      0.939   -2.19e-14    2.02e-14
Mystic                                                                2.1081      0.431      4.891      0.000       1.263       2.953
NASCAR                                                                2.2060      0.433      5.098      0.000       1.358       3.054
NBA                                                                   2.6622      0.109     24.414      0.000       2.449       2.876
NCAA                                                                  3.5267      0.611      5.770      0.000       2.329       4.725
NECA                                                                  3.5360      0.353     10.009      0.000       2.844       4.228
NFL                                                                   2.7819      0.069     40.055      0.000       2.646       2.918
NHL                                                                   3.0358      0.251     12.101      0.000       2.544       3.528
NIC+ZOE                                                               2.7695      0.431      6.427      0.000       1.925       3.614
NYC                                                                   2.2169      0.608      3.644      0.000       1.025       3.409
NYDJ                                                                  2.9069      0.609      4.777      0.000       1.714       4.100
NYX                                                                   2.6862      0.055     48.529      0.000       2.578       2.795
Naked Zebra                                                           3.0870      0.608      5.074      0.000       1.895       4.279
Nana                                                                  2.8909      0.608      4.752      0.000       1.699       4.083
Nanette Lepore                                                        2.4892      0.621      4.008      0.000       1.272       3.707
Nars                                                                  3.2324      0.078     41.683      0.000       3.080       3.384
Nasty Gal                                                             3.0608      0.108     28.320      0.000       2.849       3.273
Native                                                                3.6751      0.274     13.410      0.000       3.138       4.212
Naturalizer                                                           2.7939      0.609      4.585      0.000       1.600       3.988
Nautica                                                               2.7406      0.145     18.905      0.000       2.456       3.025
Necessary Clothing                                                    2.7677      0.608      4.549      0.000       1.575       3.960
Neff                                                                  2.9604      0.306      9.660      0.000       2.360       3.561
Neff Headwear                                                         2.8288      0.609      4.645      0.000       1.635       4.022
Neiman Marcus                                                         3.2803      0.306     10.728      0.000       2.681       3.880
Nerf                                                                  3.0243      0.172     17.564      0.000       2.687       3.362
Nespresso                                                             3.7555      0.353     10.626      0.000       3.063       4.448
Netgear                                                               3.0660      0.248     12.345      0.000       2.579       3.553
Neutrogena                                                            2.6834      0.157     17.046      0.000       2.375       2.992
New Balance                                                           2.7634      0.090     30.812      0.000       2.588       2.939
New Directions                                                        2.8842      0.196     14.746      0.000       2.501       3.268
New Era                                                               3.2267      0.102     31.551      0.000       3.026       3.427
New Look                                                          -1.875e-14   9.99e-15     -1.877      0.061   -3.83e-14    8.33e-16
New York & Company                                                    2.6376      0.085     30.985      0.000       2.471       2.804
New York Color                                                     1.796e-15   1.05e-14      0.170      0.865   -1.89e-14    2.25e-14
Newport News                                                          2.6063      0.431      6.045      0.000       1.761       3.451
Next                                                                  2.4675      0.431      5.726      0.000       1.623       3.312
Next Level                                                            2.5783      0.431      5.985      0.000       1.734       3.423
Next Level Apparel                                                    2.6077      0.306      8.533      0.000       2.009       3.207
Nick & Nora                                                           2.7576      0.432      6.380      0.000       1.910       3.605
Nick Jr.                                                              2.8344      0.233     12.174      0.000       2.378       3.291
Nickelodeon                                                           2.7434      0.111     24.805      0.000       2.527       2.960
Nicole Lee                                                         1.043e-14   1.07e-14      0.976      0.329   -1.05e-14    3.14e-14
Nicole Miller                                                         2.6114      0.306      8.536      0.000       2.012       3.211
Nicole by Nicole Miller                                               2.5736      0.431      5.974      0.000       1.729       3.418
Nike                                                                  3.0275      0.035     85.632      0.000       2.958       3.097
Nike Golf                                                             2.8111      0.298      9.444      0.000       2.228       3.395
Nikon                                                                 3.4606      0.142     24.369      0.000       3.182       3.739
Nina                                                                  2.7223      0.609      4.471      0.000       1.529       3.916
Nine West                                                             2.6875      0.093     29.017      0.000       2.506       2.869
Ninja                                                                 3.2905      0.282     11.649      0.000       2.737       3.844
Nintendo                                                              3.1152      0.044     70.618      0.000       3.029       3.202
Nivea                                                                 2.7540      0.206     13.342      0.000       2.349       3.159
Nixon                                                                 3.5792      0.210     17.018      0.000       3.167       3.991
No Boundaries                                                         2.3328      0.100     23.396      0.000       2.137       2.528
No7 Make-up                                                           2.5514      0.608      4.194      0.000       1.359       3.744
NoJo                                                                  3.1672      0.314     10.081      0.000       2.551       3.783
Nobo                                                                  1.8472      0.431      4.286      0.000       1.003       2.692
Nokia                                                                 2.7200      0.431      6.309      0.000       1.875       3.565
Nollie                                                                2.6386      0.217     12.134      0.000       2.212       3.065
Nordstrom                                                             3.1944      0.086     37.299      0.000       3.027       3.362
Nordstrom Baby                                                    -1.311e-14   8.36e-15     -1.569      0.117   -2.95e-14    3.27e-15
Norelco                                                               4.0393      0.433      9.334      0.000       3.191       4.887
Nostalgia                                                             2.9988      0.610      4.918      0.000       1.804       4.194
Nostalgia Electrics                                                   3.5447      0.312     11.349      0.000       2.933       4.157
Not Rated                                                          1.988e-15   1.15e-14      0.174      0.862   -2.05e-14    2.44e-14
Notations                                                             2.9013      0.306      9.486      0.000       2.302       3.501
Novella Royale                                                      7.35e-15   1.07e-14      0.690      0.490   -1.35e-14    2.82e-14
Nuby                                                                  2.5521      0.281      9.078      0.000       2.001       3.103
Nuk                                                                   2.4840      0.263      9.441      0.000       1.968       3.000
Nursery Fresh                                                         3.0602      0.874      3.502      0.000       1.347       4.773
Nylabone                                                              2.5832      0.610      4.233      0.000       1.387       3.779
O'Neill                                                               2.6796      0.196     13.671      0.000       2.295       3.064
O.B.                                                                  2.9719      0.433      6.868      0.000       2.124       3.820
OGIO®                                                                2.5798      0.611      4.222      0.000       1.382       3.777
OGX                                                               -5.481e-15   1.03e-14     -0.533      0.594   -2.56e-14    1.47e-14
OPI                                                                   2.9593      0.432      6.855      0.000       2.113       3.805
Oakley                                                                3.5780      0.103     34.759      0.000       3.376       3.780
Obagi                                                                 2.8085      0.608      4.616      0.000       1.616       4.001
Obey                                                                  3.0878      0.188     16.445      0.000       2.720       3.456
Obey Clothing                                                         2.7956      0.218     12.846      0.000       2.369       3.222
Ocean Current                                                         2.6681      0.619      4.311      0.000       1.455       3.881
Ocean Drive                                                           3.4403      0.608      5.655      0.000       2.248       4.633
Ocean Pacific                                                         2.5780      0.433      5.950      0.000       1.729       3.427
Odyssey                                                               1.4674      0.654      2.244      0.025       0.186       2.749
Off-White                                                             4.2459      0.274     15.482      0.000       3.708       4.783
Office Depot                                                          2.9913      0.135     22.214      0.000       2.727       3.255
Oh Baby by Motherhood                                                 2.8642      0.356      8.036      0.000       2.166       3.563
Okie Dokie                                                            2.7576      0.610      4.524      0.000       1.563       3.952
Olay                                                                  2.7477      0.186     14.803      0.000       2.384       3.112
Old Navy                                                              2.5906      0.043     60.552      0.000       2.507       2.674
Old Spice                                                             1.5924      0.610      2.612      0.009       0.398       2.787
Old Varsity Brand                                                 -5.909e-15   1.01e-14     -0.584      0.560   -2.58e-14    1.39e-14
Ole Henricksen                                                        3.3174      0.608      5.452      0.000       2.125       4.510
Olga                                                                  2.7706      0.431      6.429      0.000       1.926       3.615
Olive & Oak                                                           2.5616      0.433      5.921      0.000       1.714       3.410
Oliver Peoples                                                        3.4540      0.609      5.672      0.000       2.260       4.648
Olivia + Joy                                                          2.8314      0.610      4.639      0.000       1.635       4.028
Olsenboye                                                             2.6170      0.608      4.302      0.000       1.425       3.809
OluKai                                                                3.4572      0.609      5.677      0.000       2.264       4.651
Omega                                                                 3.4439      0.617      5.582      0.000       2.235       4.653
On the Byas                                                           2.8795      0.275     10.466      0.000       2.340       3.419
On-Stage Stands                                                       3.7158      0.630      5.898      0.000       2.481       4.951
One Clothing                                                          2.6671      0.432      6.170      0.000       1.820       3.514
One Step Up                                                       -1.229e-15   1.11e-14     -0.110      0.912   -2.31e-14    2.06e-14
One Teaspoon                                                          4.1427      0.232     17.819      0.000       3.687       4.598
One World                                                             2.9355      0.306      9.594      0.000       2.336       3.535
Only Hearts                                                           2.6041      0.608      4.280      0.000       1.412       3.797
Onzie                                                             -9.123e-15   8.39e-15     -1.087      0.277   -2.56e-14    7.33e-15
Op                                                                    2.5071      0.161     15.572      0.000       2.192       2.823
Opti-Free                                                             2.5732      0.610      4.221      0.000       1.378       3.768
Oral B                                                                3.2056      0.277     11.580      0.000       2.663       3.748
Orbit Baby                                                            4.5079      0.325     13.853      0.000       3.870       5.146
Origins                                                               2.8822      0.173     16.671      0.000       2.543       3.221
Orla Kiely                                                            3.2010      0.609      5.253      0.000       2.007       4.395
Oscar de la Renta                                                     2.5025      0.609      4.112      0.000       1.310       3.695
Osh Kosh B'gosh                                                       2.5550      0.080     31.863      0.000       2.398       2.712
Osprey                                                                2.6078      0.609      4.284      0.000       1.415       3.801
Oster                                                                 3.0231      0.438      6.900      0.000       2.164       3.882
OtterBox                                                              3.6705      0.352     10.413      0.000       2.980       4.361
Ouidad                                                                3.4408      0.610      5.644      0.000       2.246       4.636
Outward Hound                                                         3.4008      0.434      7.843      0.000       2.551       4.251
Oxford Golf                                                           2.8824      0.610      4.722      0.000       1.686       4.079
PANDORA                                                               3.8957      0.059     66.362      0.000       3.781       4.011
PASS PORT                                                         -2.314e-14   1.01e-14     -2.287      0.022    -4.3e-14   -3.31e-15
PBS                                                                   4.2636      0.609      7.001      0.000       3.070       5.457
PEZ                                                                   1.4496      0.609      2.381      0.017       0.256       2.643
PING                                                                  2.2884      0.654      3.499      0.000       1.007       3.570
PINK                                                                  3.1539      0.035     90.300      0.000       3.085       3.222
PJ Salvage                                                            3.0870      0.608      5.074      0.000       1.895       4.279
PNY                                                                   2.4552      0.436      5.630      0.000       1.600       3.310
POND'S                                                                3.1039      0.608      5.102      0.000       1.911       4.296
PONY                                                              -1.187e-14   1.22e-14     -0.973      0.331   -3.58e-14    1.21e-14
PROPPER                                                               1.3280      0.610      2.175      0.030       0.131       2.525
PRPS                                                                  3.2575      0.636      5.125      0.000       2.012       4.503
PUMA                                                                  3.1477      0.062     50.810      0.000       3.026       3.269
Pacific Sunwear                                                       2.8758      0.095     30.286      0.000       2.690       3.062
Paige Denim                                                           3.4513      0.251     13.739      0.000       2.959       3.944
Pampered Chef                                                         3.1673      0.133     23.799      0.000       2.906       3.428
Pampers                                                               2.9481      0.209     14.106      0.000       2.538       3.358
Pampers Baby Dry                                                      3.0534      0.328      9.318      0.000       2.411       3.696
Pampers Easy Ups                                                      2.4437      0.620      3.944      0.000       1.229       3.658
Pampers Swaddlers                                                     2.5205      0.248     10.181      0.000       2.035       3.006
Panache                                                               2.9330      0.608      4.821      0.000       1.741       4.125
Panasonic                                                             2.7675      0.449      6.162      0.000       1.887       3.648
Pantene                                                               3.4572      0.432      7.997      0.000       2.610       4.305
Papaya                                                                2.5677      0.156     16.490      0.000       2.263       2.873
Paper Mate                                                            2.8440      0.211     13.479      0.000       2.430       3.258
Papillon                                                              3.5929      0.608      5.905      0.000       2.400       4.785
Paradise Collection                                                   4.4193      0.439     10.075      0.000       3.560       5.279
Paris Blues                                                           2.0082      0.433      4.640      0.000       1.160       2.856
Park Designs                                                          3.3990      0.619      5.494      0.000       2.186       4.611
Park Lane                                                          7.829e-16   9.45e-15      0.083      0.934   -1.77e-14    1.93e-14
PartyLite                                                             2.7663      0.202     13.710      0.000       2.371       3.162
Passport                                                           2.424e-14   1.16e-14      2.098      0.036     1.6e-15    4.69e-14
Patagonia, Inc.                                                       3.1834      0.306     10.409      0.000       2.584       3.783
Patricia Nash                                                         3.3595      0.432      7.778      0.000       2.513       4.206
Paul Frank                                                            2.3054      0.608      3.789      0.000       1.113       3.498
Peaches                                                               2.9364      0.609      4.823      0.000       1.743       4.130
Peanuts                                                               2.4235      0.431      5.621      0.000       1.578       3.269
Pearhead                                                              3.8255      0.609      6.283      0.000       2.632       5.019
Pearl Izumi                                                           2.4006      0.610      3.938      0.000       1.206       3.595
Peck & Peck                                                           3.2844      0.354      9.271      0.000       2.590       3.979
Pediasure                                                          1.651e-14   1.11e-14      1.481      0.139   -5.34e-15    3.84e-14
Pedigree                                                              2.4106      0.612      3.940      0.000       1.211       3.610
Pendleton                                                             3.0574      0.307      9.958      0.000       2.456       3.659
Peppa Pig                                                             2.5767      0.609      4.232      0.000       1.383       3.770
Perler                                                            -1.031e-14   1.08e-14     -0.951      0.342   -3.16e-14    1.09e-14
Perry Ellis                                                           2.9621      0.355      8.353      0.000       2.267       3.657
PetSafe                                                               3.7704      0.434      8.695      0.000       2.920       4.620
PetSmart                                                              2.9432      0.147     20.039      0.000       2.655       3.231
Peter Millar                                                          3.7124      0.611      6.081      0.000       2.516       4.909
Petit Tresor                                                          2.8424      0.628      4.528      0.000       1.612       4.073
Petmate                                                               3.9684      0.434      9.151      0.000       3.118       4.818
Pets First                                                            3.6923      0.433      8.531      0.000       2.844       4.541
Pfaltzgraff                                                           2.6809      0.431      6.217      0.000       1.836       3.526
Phat Farm/Baby Phat                                                2.145e-14   1.11e-14      1.928      0.054   -3.61e-16    4.33e-14
Philips                                                               3.7096      0.198     18.746      0.000       3.322       4.097
Phillips                                                              2.7881      0.311      8.978      0.000       2.179       3.397
Philosophy                                                            3.3072      0.306     10.822      0.000       2.708       3.906
Physicians Formula                                                    2.5532      0.113     22.612      0.000       2.332       2.774
Physicians Prefer                                                     3.8621      0.613      6.299      0.000       2.660       5.064
Piedmont                                                           2.056e-14   1.13e-14      1.815      0.069   -1.64e-15    4.28e-14
Pier One                                                              2.8801      0.206     13.980      0.000       2.476       3.284
Pierre Dumas                                                       3.051e-15   1.21e-14      0.253      0.800   -2.06e-14    2.67e-14
Pillow Pets                                                           2.7894      0.307      9.080      0.000       2.187       3.392
Pilot                                                                 2.5360      0.438      5.793      0.000       1.678       3.394
Pineapple Connection                                                  3.4772      0.609      5.714      0.000       2.285       4.670
Pink Lotus                                                         2.948e-14   1.17e-14      2.518      0.012    6.53e-15    5.24e-14
Pinkblush                                                             2.9018      0.309      9.378      0.000       2.295       3.508
Pioneer                                                               4.1828      0.578      7.238      0.000       3.050       5.315
Piperlime                                                           1.24e-14   1.05e-14      1.181      0.238   -8.18e-15     3.3e-14
Planet Motherhood                                                     2.6788      0.614      4.362      0.000       1.475       3.882
Plantronics                                                           3.5937      0.434      8.279      0.000       2.743       4.444
Play Along                                                            2.4244      0.609      3.980      0.000       1.231       3.618
Play-Doh                                                              2.9748      0.276     10.798      0.000       2.435       3.515
PlayStation                                                           2.0496      0.353      5.805      0.000       1.358       2.742
Playhut                                                               3.6667      0.611      6.002      0.000       2.469       4.864
Playmates                                                             3.3568      0.353      9.502      0.000       2.664       4.049
Playmobil                                                             3.2494      0.234     13.878      0.000       2.790       3.708
Playskool                                                             2.6895      0.276      9.732      0.000       2.148       3.231
Playtex                                                               2.8370      0.162     17.501      0.000       2.519       3.155
Pleasure Party                                                     8.701e-15   9.83e-15      0.885      0.376   -1.06e-14     2.8e-14
Pleione                                                               2.4124      0.608      3.965      0.000       1.220       3.605
Plugg                                                                 2.4600      0.614      4.007      0.000       1.257       3.663
Plus White                                                        -1.458e-14   1.37e-14     -1.068      0.286   -4.13e-14    1.22e-14
PoGo! Products                                                        4.4536      0.435     10.239      0.000       3.601       5.306
Poetry                                                                2.0652      0.608      3.395      0.001       0.873       3.258
Poise                                                                 3.5170      0.433      8.128      0.000       2.669       4.365
Pokemon                                                               3.0039      0.069     43.291      0.000       2.868       3.140
Pokemon USA                                                           2.7982      0.241     11.596      0.000       2.325       3.271
Polar                                                              6.523e-15   9.51e-15      0.686      0.493   -1.21e-14    2.52e-14
Polaroid                                                              1.9679      0.614      3.206      0.001       0.765       3.171
Poligrip                                                              3.1219      0.610      5.121      0.000       1.927       4.317
Polo Jeans Co.                                                        3.2305      0.609      5.308      0.000       2.038       4.423
Polo Ralph Lauren                                                     3.1122      0.050     62.178      0.000       3.014       3.210
Polycom                                                               2.9305      0.611      4.797      0.000       1.733       4.128
Pop Beauty                                                        -1.709e-14   1.04e-14     -1.645      0.100   -3.75e-14    3.27e-15
PopSockets                                                            2.5697      0.080     32.131      0.000       2.413       2.726
Popular                                                               1.6950      0.612      2.768      0.006       0.495       2.895
Port & Company                                                        2.7355      0.608      4.497      0.000       1.543       3.928
Positive Attitude                                                  1.195e-14    9.1e-15      1.312      0.189    -5.9e-15    2.98e-14
Post-it                                                               2.5767      0.361      7.139      0.000       1.869       3.284
Pottery Barn                                                          3.1565      0.158     20.016      0.000       2.847       3.466
Pottery Barn Kids                                                     2.8929      0.325      8.893      0.000       2.255       3.530
Power A                                                               3.0030      0.612      4.905      0.000       1.803       4.203
Prada                                                                 4.0702      0.118     34.456      0.000       3.839       4.302
Precious Moments                                                      3.0898      0.358      8.638      0.000       2.389       3.791
Premier Designs                                                       3.4540      0.179     19.326      0.000       3.104       3.804
Prescriptives                                                     -4.072e-15    7.8e-15     -0.522      0.601   -1.94e-14    1.12e-14
Presto                                                                3.2706      0.316     10.364      0.000       2.652       3.889
Pretty Angel                                                          2.3408      0.609      3.845      0.000       1.148       3.534
Prevue Pet Products                                                -8.02e-15   1.16e-14     -0.691      0.490   -3.08e-14    1.47e-14
Primark                                                               2.2660      0.353      6.423      0.000       1.575       2.957
Primitive                                                         -3.977e-16    1.3e-14     -0.030      0.976    -2.6e-14    2.52e-14
Primula                                                               2.7512      0.609      4.518      0.000       1.558       3.945
Prince LionHeart                                                      3.0573      0.633      4.827      0.000       1.816       4.299
Pringle of Scotland                                                   3.4413      0.612      5.626      0.000       2.242       4.640
Pro Keds                                                              2.3456      0.353      6.647      0.000       1.654       3.037
Pro Player                                                         3.847e-16    1.1e-14      0.035      0.972   -2.11e-14    2.19e-14
ProClub                                                               3.8323      0.609      6.298      0.000       2.640       5.025
Proactiv                                                              2.2426      0.432      5.195      0.000       1.397       3.089
Proctor Silex                                                         2.7874      0.448      6.219      0.000       1.909       3.666
Proenza Schouler                                                      6.0470      0.610      9.908      0.000       4.851       7.243
Profile by Gottex                                                     2.4368      0.609      3.999      0.000       1.242       3.631
Pull&Bear                                                          1.201e-15    6.7e-15      0.179      0.858   -1.19e-14    1.43e-14
Pur Minerals                                                          3.0361      0.172     17.644      0.000       2.699       3.373
Pur-lisse                                                             1.5523      0.608      2.551      0.011       0.360       2.745
Pure Boxing                                                         2.58e-16   1.14e-14      0.023      0.982   -2.21e-14    2.26e-14
Purina                                                                3.1879      0.434      7.352      0.000       2.338       4.038
Purina Beneful                                                        2.5664      0.434      5.919      0.000       1.717       3.416
Pyrex                                                                 3.2226      0.103     31.437      0.000       3.022       3.424
QALO                                                                  3.1197      0.609      5.126      0.000       1.927       4.312
Quacker Factory                                                       2.3643      0.609      3.884      0.000       1.171       3.557
Quay Australia                                                        3.7245      0.189     19.750      0.000       3.355       4.094
Quiksilver                                                            2.9821      0.277     10.748      0.000       2.438       3.526
Qupid                                                                 2.6598      0.274      9.713      0.000       2.123       3.197
R & M Richards                                                        2.2454      0.609      3.687      0.000       1.052       3.439
RACHEL PALLY                                                          3.7648      0.608      6.188      0.000       2.572       4.957
RCA                                                                   2.5438      0.611      4.163      0.000       1.346       3.741
REI                                                                   3.1701      0.233     13.584      0.000       2.713       3.627
RIM                                                                   3.3988      0.432      7.874      0.000       2.553       4.245
ROMWE                                                                 2.5298      0.431      5.865      0.000       1.684       3.375
RVCA                                                                  3.0560      0.207     14.781      0.000       2.651       3.461
Rachael Ray                                                           3.0836      0.254     12.122      0.000       2.585       3.582
Rachel Roy                                                            3.3614      0.431      7.802      0.000       2.517       4.206
Rachel Zoe                                                            3.2833      0.609      5.396      0.000       2.091       4.476
Radio Flyer                                                           2.7757      0.747      3.715      0.000       1.311       4.240
Rae Dunn                                                              3.4612      0.044     78.824      0.000       3.375       3.547
Rafaella                                                              2.6178      0.610      4.292      0.000       1.422       3.813
Rails                                                              4.478e-15   1.06e-14      0.424      0.672   -1.62e-14    2.52e-14
Rainbow Shops                                                         3.1899      0.306     10.429      0.000       2.590       3.789
Ralph Lauren                                                          2.9907      0.050     59.422      0.000       2.892       3.089
Ralph Lauren Collection                                               2.5947      0.610      4.251      0.000       1.398       3.791
Rampage                                                               2.6988      0.306      8.826      0.000       2.100       3.298
Rave                                                                  2.8710      0.186     15.411      0.000       2.506       3.236
Ravensburger                                                          2.7613      0.443      6.236      0.000       1.893       3.629
Rawlings                                                              3.9283      0.218     18.042      0.000       3.502       4.355
Ray-Ban                                                               3.9753      0.069     57.981      0.000       3.841       4.110
Razer                                                                 3.6346      0.252     14.412      0.000       3.140       4.129
Razor                                                                 2.1271      0.628      3.386      0.001       0.896       3.359
Real Techniques                                                       3.9438      0.432      9.139      0.000       3.098       4.790
Realtree                                                              2.5550      0.307      8.329      0.000       1.954       3.156
Rebecca Minkoff                                                       3.6765      0.148     24.838      0.000       3.386       3.967
Rebecca Taylor                                                        3.7248      0.608      6.123      0.000       2.532       4.917
Rebel Spirit                                                          3.1882      0.608      5.240      0.000       1.996       4.381
Rebel Yell                                                            3.0838      0.608      5.070      0.000       1.892       4.276
Red Camel                                                             2.4110      0.608      3.963      0.000       1.219       3.603
Red Cherry                                                            2.5744      0.218     11.821      0.000       2.148       3.001
Red Rivet Jeans                                                       2.3316      0.609      3.831      0.000       1.139       3.524
Redken                                                                3.2833      0.611      5.370      0.000       2.085       4.482
Reebok                                                                2.8373      0.062     45.491      0.000       2.715       2.960
Reef                                                                  2.6180      0.206     12.693      0.000       2.214       3.022
Reference Point                                                       2.5299      0.614      4.123      0.000       1.327       3.733
Reformation                                                           3.9470      0.608      6.487      0.000       2.754       5.140
Refuge                                                                2.4979      0.250      9.975      0.000       2.007       2.989
Reign                                                                 3.0650      0.431      7.108      0.000       2.220       3.910
Relativity                                                            2.5072      0.609      4.118      0.000       1.314       3.700
Relic                                                                 3.0020      0.609      4.931      0.000       1.809       4.195
Remington                                                             3.1746      0.433      7.336      0.000       2.326       4.023
Rene Rofe                                                          3.737e-15   1.22e-14      0.307      0.759   -2.01e-14    2.76e-14
Resistol                                                              3.1107      0.609      5.108      0.000       1.917       4.304
Retrofit                                                              3.0481      0.633      4.815      0.000       1.807       4.289
Revere                                                            -7.636e-15   1.02e-14     -0.747      0.455   -2.77e-14    1.24e-14
Revlon                                                                2.6212      0.085     30.923      0.000       2.455       2.787
Rewind                                                                2.4892      0.218     11.437      0.000       2.063       2.916
Rhapsody                                                              1.6733      0.613      2.729      0.006       0.472       2.875
Rhonda Shear                                                          2.5410      0.609      4.175      0.000       1.348       3.734
Riddell                                                               2.9445      0.257     11.471      0.000       2.441       3.448
Riders                                                                2.3483      0.435      5.403      0.000       1.496       3.200
Riders by Lee                                                         1.8514      0.608      3.043      0.002       0.659       3.044
Right Guard                                                           2.9286      0.610      4.804      0.000       1.734       4.123
Rihanna                                                               4.2669      0.353     12.088      0.000       3.575       4.959
Rimmel                                                                2.6041      0.250     10.400      0.000       2.113       3.095
Ring                                                                  3.3434      0.357      9.372      0.000       2.644       4.043
Ring of Fire                                                      -2.503e-15   9.18e-15     -0.273      0.785   -2.05e-14    1.55e-14
Rio Grande Games                                                      2.8075      0.609      4.608      0.000       1.613       4.002
Rip Curl                                                              3.1092      0.431      7.211      0.000       2.264       3.954
Ripcurl                                                               2.7145      0.431      6.295      0.000       1.869       3.560
Ripple Junction                                                       3.0168      0.306      9.854      0.000       2.417       3.617
Rival                                                                 1.8209      0.438      4.159      0.000       0.963       2.679
River Island                                                          3.1802      0.616      5.161      0.000       1.972       4.388
Roaman's                                                              2.0916      0.609      3.436      0.001       0.898       3.285
Robbie Bee                                                         2.311e-15    1.2e-14      0.193      0.847   -2.11e-14    2.58e-14
Robeez                                                                2.7242      0.307      8.881      0.000       2.123       3.325
Robert Talbott                                                        3.4740      0.621      5.597      0.000       2.257       4.691
Roberto Cavalli                                                       4.1347      0.608      6.796      0.000       2.942       5.327
Robin's Jeans                                                         3.8015      0.356     10.691      0.000       3.105       4.498
Rocawear                                                              2.6478      0.233     11.347      0.000       2.190       3.105
Rock & Republic                                                       2.9220      0.156     18.762      0.000       2.617       3.227
Rock & Roll Cowgirl                                               -1.604e-14    1.1e-14     -1.455      0.146   -3.76e-14    5.56e-15
Rock Revival                                                          3.9522      0.064     62.032      0.000       3.827       4.077
Rocket Dog                                                         1.523e-14    1.1e-14      1.389      0.165   -6.26e-15    3.67e-14
Rodan and Fields                                                      4.9955      0.615      8.128      0.000       3.791       6.200
Roku                                                                  2.7869      0.179     15.585      0.000       2.436       3.137
Rolex                                                                 4.3350      0.209     20.713      0.000       3.925       4.745
Roller Derby                                                          2.4226      0.628      3.856      0.000       1.191       3.654
Rollerblade                                                           2.8116      0.459      6.131      0.000       1.913       3.710
Romeo & Juliet Couture                                                2.3194      0.612      3.790      0.000       1.120       3.519
Ron Jon                                                               2.7841      0.609      4.575      0.000       1.591       3.977
Ronni Nicole                                                          2.7430      0.638      4.296      0.000       1.492       3.994
Roper                                                                 3.7916      0.608      6.232      0.000       2.599       4.984
Rosetti                                                               2.0325      0.609      3.340      0.001       0.840       3.225
Rosewill                                                           1.037e-14   1.24e-14      0.835      0.404    -1.4e-14    3.47e-14
Rothschild                                                            3.3435      0.436      7.666      0.000       2.489       4.198
Route                                                                 2.2105      0.354      6.236      0.000       1.516       2.905
Route 66                                                              2.0431      0.608      3.358      0.001       0.851       3.236
Roxy                                                                  2.7496      0.096     28.703      0.000       2.562       2.937
Royal                                                                 3.8112      0.619      6.157      0.000       2.598       5.025
Royal Robbins                                                         3.2476      0.609      5.333      0.000       2.054       4.441
Ruby Rd.                                                              2.7696      0.612      4.529      0.000       1.571       3.968
Ruby Rox                                                              2.5316      0.431      5.873      0.000       1.687       3.376
Rue21                                                                 2.4795      0.072     34.593      0.000       2.339       2.620
Rusk                                                                  3.1090      0.611      5.085      0.000       1.911       4.307
Russ                                                               6.366e-15   1.37e-14      0.464      0.643   -2.05e-14    3.33e-14
Russell Athletic                                                      2.6637      0.172     15.482      0.000       2.327       3.001
Rusty                                                                 2.2679      0.624      3.637      0.000       1.046       3.490
Ryka                                                                  2.5480      0.431      5.911      0.000       1.703       3.393
SEPHORA COLLECTION                                                    2.6579      0.307      8.661      0.000       2.056       3.259
SKECHERS                                                              2.6557      0.086     30.943      0.000       2.487       2.824
SKLZ                                                                  3.4441      0.679      5.072      0.000       2.113       4.775
SO                                                                    2.2948      0.151     15.177      0.000       1.998       2.591
SPANX                                                                 3.1770      0.144     22.115      0.000       2.895       3.459
SPY                                                                   2.7000      0.634      4.261      0.000       1.458       3.942
SUGOI                                                                 3.0684      0.610      5.033      0.000       1.874       4.263
Sabo Skirt                                                         1.606e-14   1.32e-14      1.212      0.226   -9.91e-15     4.2e-14
Safety st                                                             2.1442      0.315      6.811      0.000       1.527       2.761
Sag Harbor                                                            2.9572      0.684      4.321      0.000       1.616       4.299
Saga                                                               2.967e-15    1.3e-14      0.229      0.819   -2.24e-14    2.83e-14
Saint Laurent                                                         4.8755      0.172     28.298      0.000       4.538       5.213
Saks Fifth Avenue                                                     2.8946      0.306      9.464      0.000       2.295       3.494
Sally Hansen                                                          2.8012      0.122     22.978      0.000       2.562       3.040
Salomon                                                               2.9469      0.432      6.818      0.000       2.100       3.794
Salt Lake Clothing                                                    2.4441      0.431      5.670      0.000       1.599       3.289
Salvage                                                               3.6286      0.608      5.964      0.000       2.436       4.821
Salvatore Ferragamo                                                   3.7649      0.153     24.607      0.000       3.465       4.065
Sam & Libby                                                           3.3088      0.609      5.433      0.000       2.115       4.502
Sam Edelman                                                           3.4157      0.156     21.920      0.000       3.110       3.721
Samsonite                                                             3.1348      0.611      5.130      0.000       1.937       4.332
Samsung                                                               3.2136      0.050     64.314      0.000       3.116       3.312
Samsung Galaxy                                                        3.6079      0.609      5.926      0.000       2.415       4.801
San Lorenzo                                                           3.3228      0.233     14.284      0.000       2.867       3.779
SanDisk                                                               2.4690      0.225     10.983      0.000       2.028       2.910
Sanctuary                                                             3.0565      0.610      5.011      0.000       1.861       4.252
Sandra Darren                                                     -1.819e-15   1.23e-14     -0.148      0.882   -2.58e-14    2.22e-14
Sandra Ingrish                                                        3.0727      0.608      5.051      0.000       1.880       4.265
Sanrio                                                             4.361e-15    1.2e-14      0.364      0.716   -1.91e-14    2.78e-14
Sante                                                                 2.3926      0.608      3.933      0.000       1.200       3.585
Sanuk                                                                 2.9320      0.162     18.091      0.000       2.614       3.250
Sassy                                                                 2.7977      0.611      4.579      0.000       1.600       3.995
Saucony                                                               2.6954      0.196     13.772      0.000       2.312       3.079
Sbicca                                                              1.79e-14   1.12e-14      1.597      0.110   -4.07e-15    3.99e-14
Scala                                                             -4.729e-15   1.29e-14     -0.365      0.715   -3.01e-14    2.07e-14
Scentsy                                                               3.0885      0.074     41.858      0.000       2.944       3.233
Schick                                                                3.0271      0.176     17.243      0.000       2.683       3.371
Schleich                                                              2.7385      0.432      6.344      0.000       1.892       3.585
Scholastic                                                        -6.177e-15   9.05e-15     -0.682      0.495   -2.39e-14    1.16e-14
Scholastic Children                                                   3.5097      0.611      5.741      0.000       2.311       4.708
Schutt                                                                3.9184      0.622      6.297      0.000       2.699       5.138
Schwinn                                                               2.7777      0.628      4.421      0.000       1.546       4.009
Scope Brand Shop                                                      4.7854      0.610      7.850      0.000       3.591       5.980
Scosche                                                               2.6521      0.611      4.342      0.000       1.455       3.849
Scotch & Soda                                                         2.8464      0.610      4.662      0.000       1.650       4.043
Scott Paper                                                           3.0026      0.333      9.010      0.000       2.349       3.656
Seagate                                                               4.1676      0.619      6.737      0.000       2.955       5.380
Sean John                                                             2.9751      0.356      8.368      0.000       2.278       3.672
Sears                                                                 2.5491      0.433      5.893      0.000       1.701       3.397
Sebago                                                             2.426e-15   1.18e-14      0.205      0.837   -2.07e-14    2.56e-14
Secret                                                                2.9647      0.433      6.851      0.000       2.117       3.813
Sega                                                                  3.1420      0.353      8.909      0.000       2.451       3.833
Seiko                                                              2.048e-14   9.54e-15      2.147      0.032    1.78e-15    3.92e-14
Select                                                                5.0100      0.617      8.117      0.000       3.800       6.220
Self Esteem                                                           1.7998      0.431      4.177      0.000       0.955       2.644
SeneGence                                                             3.7789      0.052     73.241      0.000       3.678       3.880
Sennheiser                                                            3.0238      0.610      4.960      0.000       1.829       4.219
Sentry                                                                2.7501      0.610      4.507      0.000       1.554       3.946
Sephora                                                               3.1034      0.040     78.218      0.000       3.026       3.181
Sequin Hearts                                                      6.534e-15   8.37e-15      0.781      0.435   -9.86e-15    2.29e-14
Sere Nade                                                             2.7882      0.608      4.583      0.000       1.596       3.981
Serenity                                                              2.4428      0.642      3.808      0.000       1.185       3.700
Seresto                                                               4.0771      0.610      6.681      0.000       2.881       5.273
Sesame Street                                                         2.7924      0.144     19.434      0.000       2.511       3.074
Seven7                                                                3.1912      0.431      7.400      0.000       2.346       4.036
Seychelles                                                            3.0553      0.609      5.021      0.000       1.863       4.248
Shabby Chic                                                           2.9789      0.276     10.804      0.000       2.438       3.519
Sharagano                                                             2.7077      0.608      4.450      0.000       1.515       3.900
Sharper Image                                                         2.4554      0.436      5.636      0.000       1.602       3.309
Sharpie                                                               2.7288      0.356      7.655      0.000       2.030       3.427
Shea Moisture                                                         2.9794      0.461      6.465      0.000       2.076       3.883
Sheer Cover                                                           2.0959      0.431      4.863      0.000       1.251       2.941
Shenanigans                                                           2.7991      0.609      4.597      0.000       1.606       3.992
Sherpa                                                             2.489e-14   1.35e-14      1.846      0.065   -1.54e-15    5.13e-14
Sherri Hill                                                           4.3190      0.177     24.407      0.000       3.972       4.666
Shimano Fishing                                                       3.8773      0.619      6.268      0.000       2.665       5.090
Shiseido                                                              3.3349      0.178     18.712      0.000       2.986       3.684
Shock Doctor                                                          2.4378      0.609      4.002      0.000       1.244       3.632
Shoe Dazzle                                                           2.6876      0.353      7.622      0.000       1.996       3.379
Show Me Your MuMu                                                     3.8543      0.431      8.938      0.000       3.009       4.700
Signature                                                             2.8868      0.609      4.738      0.000       1.693       4.081
Silence + Noise                                                       2.9768      0.431      6.910      0.000       2.132       3.821
Silhouettes                                                           2.8449      0.609      4.668      0.000       1.650       4.039
Silly Bandz                                                           2.4659      0.609      4.049      0.000       1.272       3.659
Silpada                                                               3.4624      0.217     15.921      0.000       3.036       3.889
Silver                                                                3.3029      0.612      5.401      0.000       2.104       4.501
Silver Jeans                                                          2.8129      0.434      6.480      0.000       1.962       3.664
Silver Jeans Co.                                                      3.1181      0.102     30.603      0.000       2.918       3.318
Silverlit                                                         -4.104e-15   1.04e-14     -0.395      0.693   -2.45e-14    1.62e-14
Similac                                                               2.9230      0.144     20.241      0.000       2.640       3.206
Simply Southern                                                       3.1028      0.101     30.765      0.000       2.905       3.300
Simply Vera Vera Wang                                                 2.6004      0.179     14.550      0.000       2.250       2.951
Sinful                                                            -5.823e-15   8.34e-15     -0.698      0.485   -2.22e-14    1.05e-14
Sinful By Affliction                                                  2.8126      0.179     15.741      0.000       2.462       3.163
Singing Machine                                                   -1.889e-14   9.29e-15     -2.033      0.042   -3.71e-14   -6.81e-16
Sirius Satellite Radio                                                2.9098      0.465      6.252      0.000       1.998       3.822
Skagen                                                                2.9761      0.609      4.884      0.000       1.782       4.170
Sketchers                                                             2.6300      0.306      8.598      0.000       2.031       3.230
Skin Industries                                                       2.4453      0.609      4.018      0.000       1.252       3.638
Skip Hop                                                              2.6416      0.174     15.141      0.000       2.300       2.984
Skullcandy                                                            4.2243      0.438      9.640      0.000       3.365       5.083
Sky                                                                   2.7326      0.609      4.489      0.000       1.539       3.926
Slatkin & Co.                                                         2.0083      0.610      3.294      0.001       0.813       3.203
Sleek MakeUP                                                          2.5898      0.352      7.348      0.000       1.899       3.281
Slime®                                                               2.8617      0.609      4.699      0.000       1.668       4.055
SmartWool                                                             3.1634      0.309     10.225      0.000       2.557       3.770
Smartzone                                                         -8.579e-16   1.03e-14     -0.083      0.934    -2.1e-14    1.93e-14
Smashbox                                                              3.0490      0.073     41.491      0.000       2.905       3.193
Snap                                                                  3.5537      0.608      5.841      0.000       2.361       4.746
Snap-on                                                           -1.072e-14   8.32e-15     -1.288      0.198    -2.7e-14    5.59e-15
Snuggie                                                               2.5931      0.308      8.415      0.000       1.989       3.197
Sock It to Me                                                     -7.318e-15   1.01e-14     -0.724      0.469   -2.71e-14    1.25e-14
Soda                                                                  2.9349      0.353      8.324      0.000       2.244       3.626
Soffe                                                                 2.5206      0.218     11.574      0.000       2.094       2.948
Soft Surroundings                                                     2.4926      0.431      5.781      0.000       1.648       3.338
Softcup                                                            -5.17e-15   1.16e-14     -0.447      0.655   -2.78e-14    1.75e-14
Sole Society                                                          2.7188      0.609      4.468      0.000       1.526       3.912
Solo                                                                  3.4031      0.611      5.569      0.000       2.206       4.601
Soma                                                                  3.3089      0.352      9.391      0.000       2.618       3.999
Sonia Kashuk                                                          3.8481      0.609      6.315      0.000       2.654       5.042
Sonoma                                                                2.4154      0.149     16.172      0.000       2.123       2.708
Sony                                                                  3.1413      0.048     65.931      0.000       3.048       3.235
Sony Pictures                                                         2.6194      0.353      7.430      0.000       1.928       3.310
Soprano                                                               2.5086      0.608      4.123      0.000       1.316       3.701
South Pole                                                        -1.586e-14   1.12e-14     -1.411      0.158   -3.79e-14    6.18e-15
Southern Living                                                       3.1838      0.431      7.383      0.000       2.339       4.029
Southern Marsh                                                        3.2659      0.233     14.003      0.000       2.809       3.723
Southpole                                                             2.7772      0.206     13.472      0.000       2.373       3.181
Spalding                                                              3.5014      0.300     11.663      0.000       2.913       4.090
Speck                                                                 3.2250      0.608      5.301      0.000       2.033       4.417
Spectra                                                            -1.18e-14   1.16e-14     -1.019      0.308   -3.45e-14    1.09e-14
Speechless                                                            2.7627      0.250     11.035      0.000       2.272       3.253
Speedo                                                                2.6828      0.198     13.549      0.000       2.295       3.071
Spell & The Gypsy Collective                                          4.9866      0.306     16.313      0.000       4.387       5.586
Spencer's                                                             4.7443      0.614      7.730      0.000       3.541       5.947
Spense                                                                2.1062      0.432      4.873      0.000       1.259       2.953
Spenser Jeremy                                                        1.8074      0.608      2.971      0.003       0.615       3.000
Sperry                                                                3.1629      0.121     26.149      0.000       2.926       3.400
Sperry Top-Sider                                                      3.0114      0.230     13.097      0.000       2.561       3.462
Sperrys                                                               3.1964      0.129     24.700      0.000       2.943       3.450
Spider-Man                                                            2.8440      0.612      4.645      0.000       1.644       4.044
Spiegel                                                               2.8369      0.609      4.661      0.000       1.644       4.030
Spigen                                                            -7.933e-15   1.07e-14     -0.741      0.459   -2.89e-14    1.31e-14
Spin Master                                                           3.9919      0.133     30.077      0.000       3.732       4.252
Spitfire                                                           1.119e-14      1e-14      1.114      0.265    -8.5e-15    3.09e-14
Splendid                                                              2.7501      0.431      6.378      0.000       1.905       3.595
Sport Savvy                                                           2.1965      0.608      3.611      0.000       1.004       3.389
Spy Tec                                                               3.2173      0.612      5.255      0.000       2.017       4.417
Spyder                                                                3.3896      0.194     17.451      0.000       3.009       3.770
St. Ives                                                              2.9719      0.433      6.868      0.000       2.124       3.820
St. John                                                              3.2277      0.612      5.277      0.000       2.029       4.427
St. John's Bay                                                        2.3408      0.239      9.797      0.000       1.872       2.809
Stafford                                                              2.9392      0.618      4.757      0.000       1.728       4.150
Stamped                                                               3.7997      0.075     50.357      0.000       3.652       3.948
Stance                                                                3.3171      0.240     13.802      0.000       2.846       3.788
Stanley                                                               3.0408      0.609      4.994      0.000       1.847       4.234
Star City                                                             2.2028      0.612      3.602      0.000       1.004       3.401
Star Wars                                                             2.9631      0.086     34.390      0.000       2.794       3.132
Starbucks                                                             2.8911      0.090     32.032      0.000       2.714       3.068
Staring at Stars                                                      2.7472      0.608      4.516      0.000       1.555       3.940
Starmark                                                              2.0570      0.610      3.371      0.001       0.861       3.253
Starter                                                               2.8304      0.199     14.232      0.000       2.441       3.220
Stats                                                                 3.0963      0.622      4.977      0.000       1.877       4.316
Stayfree                                                          -9.107e-15   1.04e-14     -0.876      0.381   -2.95e-14    1.13e-14
Stella & Dot                                                          3.5733      0.147     24.267      0.000       3.285       3.862
Stella McCartney                                                      4.2193      0.608      6.934      0.000       3.027       5.412
Sterling Industries                                                   2.9353      0.631      4.652      0.000       1.698       4.172
Stetson                                                               3.3826      0.609      5.554      0.000       2.189       4.576
Steve & Barry's                                                       2.2433      0.431      5.204      0.000       1.398       3.088
Steve Madden                                                          2.9600      0.061     48.815      0.000       2.841       3.079
Steven by Steve Madden                                                4.7516      0.608      7.809      0.000       3.559       5.944
Stila                                                                 3.2537      0.083     39.256      0.000       3.091       3.416
Stitches                                                              2.1569      0.609      3.540      0.000       0.963       3.351
Stokke                                                                2.4880      0.645      3.859      0.000       1.224       3.752
Stone Fox Swim                                                        4.6196      0.431     10.713      0.000       3.774       5.465
Stoosh                                                                2.7098      0.608      4.454      0.000       1.517       3.902
Stranded                                                              2.3545      0.431      5.461      0.000       1.509       3.200
Stride Rite                                                           2.7437      0.115     23.849      0.000       2.518       2.969
Stuart Weitzman                                                       4.5873      0.206     22.301      0.000       4.184       4.991
Studio Ease                                                           2.4567      0.613      4.010      0.000       1.256       3.657
Studio I                                                              2.3765      0.608      3.906      0.000       1.184       3.569
Studio Works                                                      -6.163e-16   1.14e-14     -0.054      0.957    -2.3e-14    2.17e-14
Studio Y                                                              2.1824      0.610      3.577      0.000       0.987       3.378
Stussy                                                                3.0709      0.156     19.696      0.000       2.765       3.377
Style & Co                                                            2.6870      0.307      8.751      0.000       2.085       3.289
Style&co.                                                             2.8421      0.205     13.831      0.000       2.439       3.245
Stüssy                                                               2.8778      0.274     10.511      0.000       2.341       3.414
Suave                                                                 2.9272      0.277     10.575      0.000       2.385       3.470
Sugarpill                                                             3.5489      0.306     11.610      0.000       2.950       4.148
Suit Studio                                                           2.2444      0.608      3.689      0.000       1.052       3.437
Summer Infant                                                         2.6548      0.237     11.218      0.000       2.191       3.119
Summer's Eve                                                          2.6910      0.610      4.414      0.000       1.496       3.886
Sunbeam                                                           -5.093e-15    9.6e-15     -0.531      0.596   -2.39e-14    1.37e-14
Sundance                                                              2.0325      0.609      3.340      0.001       0.840       3.225
Sunny Leigh                                                           2.6766      0.608      4.399      0.000       1.484       3.869
Superdry                                                              3.4149      0.437      7.815      0.000       2.558       4.271
Supra                                                                 3.0751      0.609      5.048      0.000       1.881       4.269
Supreme                                                               3.7834      0.077     49.267      0.000       3.633       3.934
Susan Bristol                                                      1.179e-15   9.75e-15      0.121      0.904   -1.79e-14    2.03e-14
Susan Graver                                                          2.8603      0.353      8.110      0.000       2.169       3.552
Sutton Studio                                                     -3.158e-15   8.43e-15     -0.375      0.708   -1.97e-14    1.34e-14
Swarovski                                                             3.5472      0.166     21.326      0.000       3.221       3.873
Sweet Pea                                                             2.8456      0.609      4.672      0.000       1.652       4.039
Swell                                                                 2.7464      0.609      4.511      0.000       1.553       3.940
Swiffer                                                               2.0638      0.744      2.772      0.006       0.605       3.523
Swiss Legend                                                          2.6156      0.610      4.288      0.000       1.420       3.811
Sylvania                                                              2.8720      0.631      4.549      0.000       1.635       4.109
T by Alexander Wang                                                -9.51e-16   1.02e-14     -0.093      0.926    -2.1e-14    1.91e-14
T-fal                                                                 2.8261      0.618      4.571      0.000       1.614       4.038
T.J.Maxx                                                           8.523e-15   1.03e-14      0.825      0.410   -1.17e-14    2.88e-14
TENA                                                                1.31e-15   9.53e-15      0.137      0.891   -1.74e-14       2e-14
TOMS                                                                  3.0494      0.080     38.260      0.000       2.893       3.206
TOMY                                                               1.221e-15   1.04e-14      0.118      0.906   -1.91e-14    2.15e-14
TRESemme                                                              3.8425      0.610      6.303      0.000       2.648       5.037
TYR                                                                   2.5924      0.609      4.254      0.000       1.398       3.787
Taboo                                                                 2.4638      0.431      5.718      0.000       1.619       3.308
Tadashi Shoji                                                         4.4742      0.609      7.346      0.000       3.281       5.668
Tag                                                                   2.8516      0.608      4.686      0.000       1.659       4.044
Tag Heuer                                                             4.6697      0.610      7.656      0.000       3.474       5.865
Tahari                                                                2.8565      0.316      9.045      0.000       2.238       3.475
Tail                                                                  2.7817      0.432      6.446      0.000       1.936       3.628
Takeout                                                           -1.507e-14   1.24e-14     -1.211      0.226   -3.95e-14    9.33e-15
Talbots                                                               2.9699      0.196     15.173      0.000       2.586       3.354
Tampax                                                                3.0191      0.308      9.792      0.000       2.415       3.623
Tangerine                                                             2.3387      0.431      5.428      0.000       1.494       3.183
Tangle Teezer                                                         2.5562      0.609      4.194      0.000       1.362       3.751
TapouT                                                            -1.077e-14   1.03e-14     -1.046      0.296    -3.1e-14    9.42e-15
Target                                                                2.6856      0.066     40.637      0.000       2.556       2.815
Targus                                                                2.6354      0.309      8.531      0.000       2.030       3.241
Tarte                                                                 3.2436      0.047     69.037      0.000       3.152       3.336
Tassimo                                                               3.0758      0.432      7.125      0.000       2.230       3.922
Tatcha                                                                3.2375      0.608      5.321      0.000       2.045       4.430
Taylor                                                                2.7149      0.434      6.262      0.000       1.865       3.565
TaylorMade                                                            3.6022      0.362      9.941      0.000       2.892       4.312
Ted Baker                                                             4.3956      0.609      7.223      0.000       3.203       5.588
Ted Baker London                                                      4.2056      0.206     20.411      0.000       3.802       4.609
TeeFury                                                               2.5224      0.431      5.852      0.000       1.678       3.367
Teenage Mutant Ninja Turtles                                          2.5103      0.354      7.087      0.000       1.816       3.204
Tek Gear                                                              2.5008      0.251      9.950      0.000       2.008       2.993
Tek Nek                                                           -8.054e-15   1.16e-14     -0.693      0.488   -3.08e-14    1.47e-14
Teleflora                                                         -3.597e-15   9.36e-15     -0.384      0.701   -2.19e-14    1.47e-14
Tennessee River                                                    8.654e-15   8.13e-15      1.064      0.287   -7.29e-15    2.46e-14
Terani Couture                                                    -5.501e-15   9.82e-15     -0.560      0.575   -2.48e-14    1.37e-14
Tetra                                                                 2.1593      0.612      3.529      0.000       0.960       3.359
Teva                                                                  2.6690      0.433      6.160      0.000       1.820       3.518
Texas Instruments                                                     3.5487      0.356      9.977      0.000       2.852       4.246
The Body Shop                                                         2.9433      0.217     13.559      0.000       2.518       3.369
The Children's Place                                                  2.7291      0.084     32.678      0.000       2.565       2.893
The First Years                                                       2.8371      0.361      7.864      0.000       2.130       3.544
The Hundreds                                                          3.0093      0.206     14.621      0.000       2.606       3.413
The Instrument Store                                                  3.5587      0.473      7.523      0.000       2.631       4.486
The Limited                                                           2.6243      0.145     18.124      0.000       2.340       2.908
The Maya Group                                                        3.8268      0.609      6.284      0.000       2.633       5.020
The Mountain                                                          2.4850      0.608      4.084      0.000       1.292       3.678
The North Face                                                        3.3214      0.048     69.827      0.000       3.228       3.415
The Northwest Company                                                 2.5315      0.611      4.144      0.000       1.334       3.729
The Sak                                                               2.7475      0.274     10.020      0.000       2.210       3.285
Theory                                                            -5.712e-15   1.09e-14     -0.522      0.602   -2.72e-14    1.57e-14
Thermos                                                               3.7286      0.616      6.057      0.000       2.522       4.935
Thinkway                                                              2.2592      0.609      3.711      0.000       1.066       3.453
Thomas & Friends                                                      2.8346      0.130     21.867      0.000       2.581       3.089
Thor                                                                  1.9425      0.657      2.958      0.003       0.655       3.230
Thrasher                                                              3.1427      0.232     13.519      0.000       2.687       3.598
Thrasher Magazine                                                     3.0529      0.166     18.358      0.000       2.727       3.379
Threadless                                                            2.8896      0.608      4.751      0.000       1.697       4.082
Three Dots                                                            1.8924      0.609      3.109      0.002       0.699       3.085
Tiana b                                                            1.533e-14   1.26e-14      1.221      0.222   -9.28e-15    3.99e-14
Tianello                                                              3.6554      0.608      6.007      0.000       2.463       4.848
Tick Twister                                                       3.711e-15   8.88e-15      0.418      0.676   -1.37e-14    2.11e-14
Tide                                                                  2.6120      0.434      6.012      0.000       1.761       3.464
Tieks                                                                 4.4149      0.353     12.510      0.000       3.723       5.107
Tiffany & Co.                                                         4.7654      0.075     63.755      0.000       4.619       4.912
Tiger                                                                 3.1490      0.357      8.831      0.000       2.450       3.848
Tignanello                                                          -4.8e-15   7.65e-15     -0.627      0.530   -1.98e-14    1.02e-14
Tile                                                                  2.5276      0.645      3.918      0.000       1.263       3.792
Tilly's                                                               2.5465      0.274      9.292      0.000       2.009       3.084
Timberland                                                            3.4084      0.088     38.598      0.000       3.235       3.581
Timing                                                                 3e-15   9.37e-15      0.320      0.749   -1.54e-14    2.14e-14
Tinker Bell                                                        9.346e-15   9.07e-15      1.030      0.303   -8.43e-15    2.71e-14
Tinseltown                                                            2.7394      0.435      6.302      0.000       1.887       3.591
Tiny Love                                                             3.1792      0.439      7.247      0.000       2.319       4.039
Titleist                                                              3.3349      0.309     10.795      0.000       2.729       3.940
Toastmaster                                                           2.5718      0.359      7.162      0.000       1.868       3.276
Tobi                                                                  2.9863      0.110     27.211      0.000       2.771       3.201
Tod's                                                                 4.9262      0.609      8.089      0.000       3.733       6.120
Tolly Tots                                                         1.223e-14   1.09e-14      1.122      0.262   -9.14e-15    3.36e-14
Tom Ford                                                              3.7574      0.218     17.272      0.000       3.331       4.184
Tommee Tippee                                                         2.9617      0.154     19.255      0.000       2.660       3.263
Tommy Bahama                                                          3.1283      0.232     13.457      0.000       2.673       3.584
Tommy Hilfiger                                                        3.0135      0.060     50.641      0.000       2.897       3.130
Tonka                                                                 2.5871      0.438      5.912      0.000       1.729       3.445
Tony & Tina                                                           2.2761      0.608      3.742      0.000       1.084       3.468
Tony Hawk                                                             2.1509      0.434      4.961      0.000       1.301       3.001
Tony Lama                                                             3.9423      0.436      9.037      0.000       3.087       4.797
Tony Moly                                                             3.0789      0.608      5.060      0.000       1.886       4.271
Too Faced                                                             3.2158      0.046     70.259      0.000       3.126       3.306
Tootsie                                                               3.1873      0.621      5.131      0.000       1.970       4.405
Top Fin                                                            1.313e-14   1.19e-14      1.104      0.270   -1.02e-14    3.64e-14
Top Paw                                                               2.7273      0.276      9.893      0.000       2.187       3.268
TopShop                                                               3.1032      0.118     26.319      0.000       2.872       3.334
Topman                                                                2.6770      0.431      6.210      0.000       1.832       3.522
Topps                                                                 3.0051      0.130     23.163      0.000       2.751       3.259
Torrid                                                                3.0386      0.057     53.446      0.000       2.927       3.150
Tory Burch                                                            4.1707      0.053     78.732      0.000       4.067       4.274
Toshiba                                                               3.5132      0.254     13.819      0.000       3.015       4.012
Toy Monster                                                           1.8333      0.609      3.011      0.003       0.640       3.027
Toys R Us                                                             2.7888      0.275     10.141      0.000       2.250       3.328
Tracy Evans                                                           3.1725      0.612      5.187      0.000       1.974       4.371
Travis Mathew                                                         3.4906      0.434      8.047      0.000       2.640       4.341
Treasure & Bond                                                       3.0620      0.614      4.990      0.000       1.859       4.265
Triangl                                                               3.8208      0.130     29.436      0.000       3.566       4.075
Trina Turk                                                            3.3369      0.432      7.719      0.000       2.490       4.184
Triple Five Soul                                                  -5.852e-15   8.14e-15     -0.719      0.472   -2.18e-14    1.01e-14
Tripp NYC                                                             3.1565      0.307     10.273      0.000       2.554       3.759
Trish McEvoy                                                          2.6018      0.352      7.386      0.000       1.911       3.292
Trixxi                                                            -1.983e-14   1.53e-14     -1.300      0.194   -4.97e-14    1.01e-14
True Religion                                                         3.3602      0.250     13.420      0.000       2.869       3.851
True Religion Brand Jeans                                             3.5128      0.066     53.428      0.000       3.384       3.642
Tulle                                                                 2.9668      0.637      4.655      0.000       1.718       4.216
Tultex                                                                2.9444      0.353      8.346      0.000       2.253       3.636
Tumi                                                                  3.8668      0.275     14.066      0.000       3.328       4.406
Tupperware                                                            3.0146      0.127     23.706      0.000       2.765       3.264
Turtle Beach                                                          3.1689      0.432      7.334      0.000       2.322       4.016
Twenty One                                                            2.7284      0.251     10.889      0.000       2.237       3.220
Twiggy                                                                3.0497      0.609      5.009      0.000       1.856       4.243
Twilight Gypsy Collective                                             1.6779      0.609      2.757      0.006       0.485       2.871
Twisted Heart                                                     -2.047e-14   1.17e-14     -1.751      0.080   -4.34e-14    2.44e-15
Twisted X                                                          1.348e-15   9.57e-15      0.141      0.888   -1.74e-14    2.01e-14
UFC                                                                   2.6438      0.413      6.396      0.000       1.834       3.454
UGG                                                                   2.7560      0.276      9.987      0.000       2.215       3.297
UGG Australia                                                         3.6547      0.049     74.308      0.000       3.558       3.751
UNIF                                                                  3.5718      0.138     25.879      0.000       3.301       3.842
UNIONBAY                                                              2.7852      0.254     10.964      0.000       2.287       3.283
UPPAbaby                                                           -1.57e-14   8.29e-15     -1.894      0.058    -3.2e-14    5.49e-16
US POLO ASSN                                                          2.7268      0.161     16.945      0.000       2.411       3.042
Ubisoft                                                               3.0813      0.609      5.063      0.000       1.888       4.274
Ulta                                                                  2.8176      0.070     40.496      0.000       2.681       2.954
Ulta Salon, Cosmetics & Fragrance, Inc.                               2.7498      0.609      4.518      0.000       1.557       3.943
Ultimate Ears                                                         4.8474      0.611      7.937      0.000       3.650       6.045
UltimateTV RCA                                                        2.8549      0.310      9.199      0.000       2.247       3.463
Ultra Flirt                                                           1.8991      0.608      3.122      0.002       0.707       3.091
Umbra                                                                 3.2105      0.438      7.331      0.000       2.352       4.069
Umbro                                                                 2.9457      0.618      4.767      0.000       1.735       4.157
Undefeated                                                            2.9776      0.431      6.907      0.000       2.133       3.823
Under Armour                                                          2.9121      0.043     68.229      0.000       2.828       2.996
Uniden                                                                3.7908      0.611      6.207      0.000       2.594       4.988
Uniqlo                                                                2.5990      0.251     10.372      0.000       2.108       3.090
Universal Baby                                                        2.0415      0.611      3.343      0.001       0.845       3.238
Universal Studios                                                     2.9423      0.251     11.740      0.000       2.451       3.434
Univsersal Studios                                                    2.4365      0.610      3.991      0.000       1.240       3.633
Unknown                                                               2.9365      0.033     89.294      0.000       2.872       3.001
Unlisted                                                           1.392e-14   1.21e-14      1.154      0.249   -9.73e-15    3.76e-14
Urban Behavior                                                        2.8468      0.433      6.579      0.000       1.999       3.695
Urban Decay                                                           3.2093      0.045     70.588      0.000       3.120       3.298
Urban Outfitters                                                      2.8931      0.062     46.726      0.000       2.772       3.014
Urban Pipeline                                                        2.7654      0.278      9.947      0.000       2.220       3.310
VANS                                                                  2.8090      0.052     54.446      0.000       2.708       2.910
VIGOSS                                                                3.0044      0.181     16.569      0.000       2.649       3.360
VTech                                                                 2.8729      0.153     18.830      0.000       2.574       3.172
Va Va Voom                                                         9.486e-15   9.18e-15      1.033      0.302   -8.51e-15    2.75e-14
Valentino                                                             4.3416      0.218     19.953      0.000       3.915       4.768
Valerie Stevens                                                       2.8912      0.612      4.727      0.000       1.692       4.090
Van Heusen                                                            2.7867      0.356      7.829      0.000       2.089       3.484
Vanilla Star                                                          2.0582      0.609      3.382      0.001       0.865       3.251
Vanity                                                                2.5603      0.147     17.402      0.000       2.272       2.849
Vaseline                                                              2.3754      0.433      5.489      0.000       1.527       3.223
Velvet Torch                                                          3.1863      0.608      5.237      0.000       1.994       4.379
Venezia                                                               2.7417      0.353      7.774      0.000       2.050       3.433
Venus                                                                 2.6491      0.195     13.567      0.000       2.266       3.032
Vera Bradley                                                          2.9451      0.052     57.085      0.000       2.844       3.046
Vera Wang                                                             3.0895      0.250     12.340      0.000       2.599       3.580
Versace                                                               3.4569      0.138     25.090      0.000       3.187       3.727
Versace Collection                                                    4.2816      0.613      6.988      0.000       3.081       5.483
Vertigo                                                               4.9740      0.609      8.171      0.000       3.781       6.167
Via Spiga                                                             3.0537      0.353      8.662      0.000       2.363       3.745
Vibram                                                                2.7806      0.431      6.447      0.000       1.935       3.626
Vichy                                                                 2.9106      0.353      8.253      0.000       2.219       3.602
Vicks                                                                 2.6189      0.482      5.429      0.000       1.673       3.564
Victor Costa                                                          3.1389      0.609      5.155      0.000       1.945       4.332
Victoria Beckham                                                      3.2331      0.431      7.504      0.000       2.389       4.078
Victoria's Secret                                                     3.1074      0.035     89.005      0.000       3.039       3.176
Victorinox Swiss Army®                                           -1.075e-14   9.84e-15     -1.093      0.275      -3e-14    8.53e-15
ViewSonic                                                             3.6180      0.609      5.945      0.000       2.425       4.811
Viktor & Rolf                                                         1.7713      0.609      2.909      0.004       0.578       2.965
Vince                                                                 3.4759      0.431      8.068      0.000       2.631       4.320
Vince Camuto                                                          3.2270      0.116     27.751      0.000       2.999       3.455
Vincent Longo                                                         2.7643      0.431      6.417      0.000       1.920       3.609
Vintage                                                               3.1450      0.061     51.634      0.000       3.026       3.264
Violet & Claire                                                       2.2954      0.431      5.325      0.000       1.451       3.140
Virgin Only                                                           4.5623      0.234     19.488      0.000       4.103       5.021
Vitamin A                                                             3.1368      0.608      5.155      0.000       1.944       4.329
Vitamix                                                               3.6691      0.622      5.900      0.000       2.450       4.888
Vocal                                                                 2.8408      0.431      6.593      0.000       1.996       3.685
Volcom                                                                2.8313      0.125     22.678      0.000       2.587       3.076
Von Dutch                                                             2.2081      0.861      2.566      0.010       0.522       3.895
WILLOW                                                                3.3297      0.435      7.657      0.000       2.477       4.182
WOW couture                                                         6.59e-15   4.23e-15      1.557      0.119   -1.71e-15    1.49e-14
WWE                                                                   3.1991      0.103     30.925      0.000       2.996       3.402
Wacom                                                                 3.3516      0.435      7.711      0.000       2.500       4.203
Wagner Lighting                                                       3.8046      0.617      6.163      0.000       2.595       5.015
Wahl                                                                  3.7433      0.609      6.142      0.000       2.549       4.938
Walls                                                                 1.9238      0.304      6.336      0.000       1.329       2.519
Waring                                                            -4.055e-16   5.38e-15     -0.075      0.940   -1.09e-14    1.01e-14
Warner Bros.                                                          2.6739      0.611      4.376      0.000       1.476       3.872
Warner Brothers                                                       1.9226      0.635      3.026      0.002       0.677       3.168
Warrior                                                               4.3118      0.434      9.937      0.000       3.461       5.162
Waterford                                                             2.8281      0.609      4.647      0.000       1.635       4.021
Waterpik                                                              3.4729      0.355      9.791      0.000       2.778       4.168
Waverly                                                               2.5732      0.614      4.188      0.000       1.369       3.777
We The Free                                                        5.145e-15   1.33e-14      0.388      0.698   -2.09e-14    3.12e-14
Weatherproof                                                       5.955e-15   9.18e-15      0.649      0.516    -1.2e-14    2.39e-14
Weaver Leather                                                        2.2393      0.610      3.669      0.000       1.043       3.435
Weavers                                                               1.8991      0.608      3.122      0.002       0.707       3.091
Weight Watchers                                                   -1.932e-15   1.13e-14     -0.170      0.865   -2.42e-14    2.03e-14
West Elm                                                          -1.683e-14   1.08e-14     -1.557      0.120    -3.8e-14    4.36e-15
Western Digital                                                       3.8759      0.296     13.089      0.000       3.295       4.456
Wet Seal                                                              2.5385      0.074     34.140      0.000       2.393       2.684
Wet n Wild                                                            2.4783      0.071     34.991      0.000       2.340       2.617
Whisker City                                                          2.3917      0.436      5.486      0.000       1.537       3.246
White House Black Market                                              2.9325      0.102     28.732      0.000       2.732       3.133
White Stag                                                            2.4619      0.195     12.601      0.000       2.079       2.845
Wigwam                                                                2.8535      0.611      4.667      0.000       1.655       4.052
Wild Diva                                                             2.6080      0.353      7.394      0.000       1.917       3.299
Wildfox                                                               3.8056      0.274     13.884      0.000       3.268       4.343
Wildfox Couture                                                       3.6144      0.137     26.346      0.000       3.346       3.883
Wildkin                                                            -2.72e-15   7.68e-15     -0.354      0.723   -1.78e-14    1.23e-14
Willi Smith                                                           2.3338      0.431      5.417      0.000       1.489       3.178
William Rast                                                          2.7768      0.609      4.563      0.000       1.584       3.970
Williams Sonoma                                                       2.6402      0.355      7.440      0.000       1.945       3.336
Willow Tree                                                           3.1604      0.431      7.330      0.000       2.315       4.005
Wilson                                                                3.0031      0.246     12.201      0.000       2.521       3.485
Wilsons Leather                                                       3.1237      0.233     13.390      0.000       2.666       3.581
Wilton                                                                2.5563      0.201     12.737      0.000       2.163       2.950
Windsor                                                               2.9082      0.108     26.872      0.000       2.696       3.120
Wish                                                                  2.1747      0.608      3.574      0.000       0.982       3.367
Wit & Wisdom                                                       5.235e-15   2.69e-15      1.943      0.052   -4.66e-17    1.05e-14
Wizards of the Coast                                                  3.1244      0.149     20.921      0.000       2.832       3.417
Wolfgang Puck                                                         2.9301      0.620      4.725      0.000       1.715       4.146
Wolverine                                                             2.8631      0.612      4.678      0.000       1.663       4.063
Woman Within                                                       1.438e-14   8.31e-15      1.731      0.084   -1.91e-15    3.07e-14
Woolrich                                                              2.7545      0.386      7.134      0.000       1.998       3.511
Worthington                                                           2.5446      0.208     12.215      0.000       2.136       2.953
WowWee                                                                2.8219      0.355      7.954      0.000       2.127       3.517
Wrangler                                                              2.8085      0.177     15.848      0.000       2.461       3.156
WubbaNub                                                              3.4139      0.364      9.384      0.000       2.701       4.127
XEN-TAN                                                            7.701e-16   2.17e-15      0.355      0.723   -3.48e-15    5.02e-15
XM                                                                    2.8885      0.611      4.729      0.000       1.691       4.086
XOXO                                                                  2.4181      0.205     11.770      0.000       2.015       2.821
XXI                                                                   2.4532      0.250      9.796      0.000       1.962       2.944
Xbox                                                                  3.0694      0.050     61.787      0.000       2.972       3.167
Xersion                                                               2.3123      0.233      9.917      0.000       1.855       2.769
Xhilaration                                                           2.5040      0.067     37.379      0.000       2.373       2.635
Xscape                                                                3.0684      0.354      8.675      0.000       2.375       3.762
YMI                                                                   2.6294      0.167     15.770      0.000       2.303       2.956
YMI Jeans                                                             3.0371      0.306      9.927      0.000       2.438       3.637
YSL Yves Saint Laurent                                                3.6942      0.354     10.440      0.000       3.001       4.388
Ya Los Angeles                                                     4.758e-17   3.04e-16      0.157      0.876   -5.48e-16    6.43e-16
Yankee Candle                                                         2.7334      0.112     24.398      0.000       2.514       2.953
Yeezy                                                                 4.2167      0.163     25.933      0.000       3.898       4.535
Yellow Box                                                            2.0902      0.609      3.435      0.001       0.898       3.283
Yeti                                                                  3.3722      0.125     27.003      0.000       3.127       3.617
Yoana Baraschi                                                        3.3959      0.608      5.581      0.000       2.203       4.588
Yoki                                                                  2.1704      0.609      3.565      0.000       0.977       3.364
Yosi Samra                                                            3.8508      0.432      8.917      0.000       3.004       4.697
Young & Reckless                                                      2.9119      0.233     12.524      0.000       2.456       3.368
Young Fabulous & Broke                                                3.5486      0.608      5.833      0.000       2.356       4.741
Younique                                                              3.3828      0.067     50.396      0.000       3.251       3.514
Yummie Tummie                                                      3.808e-16    4.4e-16      0.865      0.387   -4.83e-16    1.24e-15
Yummie by Heather Thomson                                         -1.952e-16   1.69e-16     -1.155      0.248   -5.26e-16    1.36e-16
Yves Saint Laurent                                                    3.4004      0.107     31.817      0.000       3.191       3.610
ZARA                                                                  3.0698      0.065     47.123      0.000       2.942       3.197
ZENA                                                                  2.4370      0.609      4.005      0.000       1.244       3.630
Zac Posen                                                             3.3552      0.608      5.515      0.000       2.163       4.548
Zales                                                             -6.675e-16   8.16e-16     -0.818      0.413   -2.27e-15    9.32e-16
Zana Di                                                               2.1164      0.431      4.908      0.000       1.271       2.962
Zco.                                                               1.052e-16   1.54e-16      0.683      0.495   -1.97e-16    4.07e-16
Zella                                                                 2.8561      0.195     14.633      0.000       2.474       3.239
Zen Group                                                         -1.618e-17   4.15e-17     -0.390      0.697   -9.75e-17    6.51e-17
Zenana Outfitters                                                     1.8918      0.431      4.391      0.000       1.047       2.736
ZeroXposur                                                            3.0920      0.431      7.174      0.000       2.247       3.937
Zion Rootswear                                                        2.8440      0.353      8.067      0.000       2.153       3.535
Zobo                                                                6.36e-18   7.12e-18      0.893      0.372    -7.6e-18    2.03e-17
Zojirushi                                                             3.6052      0.617      5.844      0.000       2.396       4.814
Zoo Med                                                               2.6462      0.358      7.383      0.000       1.944       3.349
Zoo York                                                              2.2916      0.432      5.300      0.000       1.444       3.139
Zoot                                                                  2.3308      0.608      3.831      0.000       1.138       3.523
Zum Zum                                                               2.7140      0.609      4.456      0.000       1.520       3.908
Zumba                                                                 2.9566      0.188     15.765      0.000       2.589       3.324
a'gaci                                                                2.7581      0.218     12.673      0.000       2.331       3.185
a.n.a                                                                 2.6923      0.179     15.058      0.000       2.342       3.043
aden & anais                                                          3.0146      0.139     21.691      0.000       2.742       3.287
adidas NEO                                                            3.6692      0.609      6.022      0.000       2.475       4.864
adidas Originals                                                      3.6312      0.095     38.086      0.000       3.444       3.818
adidas by Stella McCartney                                            3.3251      0.609      5.463      0.000       2.132       4.518
aerie                                                                 2.4820      0.156     15.940      0.000       2.177       2.787
b.o.c.                                                                     0          0        nan        nan           0           0
bareMinerals                                                          3.0675      0.097     31.644      0.000       2.878       3.258
beautyblender®                                                       3.2415      0.142     22.833      0.000       2.963       3.520
bernie mev.                                                           2.7294      0.609      4.479      0.000       1.535       3.924
bp                                                                    3.2230      0.608      5.298      0.000       2.031       4.416
bumGenius                                                             3.4138      0.227     15.028      0.000       2.969       3.859
dELiA*s                                                               2.8333      0.206     13.771      0.000       2.430       3.237
deborah lippmann                                                      3.3803      0.609      5.552      0.000       2.187       4.574
dreambaby                                                             2.6116      0.616      4.237      0.000       1.404       3.820
dressbarn                                                             2.6282      0.172     15.267      0.000       2.291       2.966
e.l.f.                                                                2.3880      0.078     30.746      0.000       2.236       2.540
elite HOCKEY                                                          2.8374      0.627      4.522      0.000       1.608       4.067
eos                                                                   2.6414      0.193     13.719      0.000       2.264       3.019
ethika                                                                2.9829      0.609      4.901      0.000       1.790       4.176
gDiapers                                                                   0          0        nan        nan           0           0
grass                                                                 2.3889      0.608      3.927      0.000       1.196       3.581
iXCC                                                                  2.6189      0.608      4.305      0.000       1.427       3.811
kate spade new york                                                   3.8151      0.117     32.724      0.000       3.587       4.044
kathy ireland                                                         2.2571      0.352      6.405      0.000       1.566       2.948
l.e.i.                                                                2.4468      0.179     13.675      0.000       2.096       2.797
lei                                                                        0          0        nan        nan           0           0
lillebaby                                                             4.4616      0.611      7.307      0.000       3.265       5.658
lululemon athletica                                                   3.7806      0.075     50.523      0.000       3.634       3.927
mamaRoo                                                               5.0109      0.667      7.510      0.000       3.703       6.319
mandee                                                                2.6848      0.431      6.231      0.000       1.840       3.529
me too                                                                     0          0        nan        nan           0           0
metrostyle                                                            2.8659      0.684      4.187      0.000       1.524       4.207
monster high                                                          2.4572      0.610      4.031      0.000       1.262       3.652
patagonia                                                             3.6469      0.064     56.680      0.000       3.521       3.773
pet brands                                                            2.8778      0.310      9.296      0.000       2.271       3.485
prAna                                                                 3.0152      0.274     11.008      0.000       2.478       3.552
rag & bone                                                            3.5886      0.196     18.320      0.000       3.205       3.973
rue                                                                   2.4299      0.087     27.991      0.000       2.260       2.600
theBalm                                                               2.9008      0.156     18.625      0.000       2.596       3.206
timi & leslie                                                              0          0        nan        nan           0           0
tokidoki                                                              3.0671      0.144     21.267      0.000       2.784       3.350
totes ISOTONER                                                        2.7095      0.610      4.439      0.000       1.513       3.906
vineyard vines                                                        3.1836      0.067     47.573      0.000       3.052       3.315
==============================================================================
Omnibus:                     8215.383   Durbin-Watson:                   1.997
Prob(Omnibus):                  0.000   Jarque-Bera (JB):            17523.598
Skew:                           0.522   Prob(JB):                         0.00
Kurtosis:                       4.722   Cond. No.                     5.58e+18
==============================================================================

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.58e-32. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular.

Important Note:

1. Not always R-squared is the best parameter to judge our model as sometimes no matter what we do, we can never get a proper R-squared value because the way in which the data is built. Hence we look after other deciding parameter called RMSLE.
2. We are calling RMSLE (Root Mean Squared log Error) instead of RMSE because we have taken the log of our dependent variable as it wasn't nomrally distributed.

Insights from OLS model:

• As we can see that the R-squared is almost close to 1 which means the predicted value of the training data is very similar to that of the test data
• The 2nd warning tells us that there are strong multi-collinearity problems or that the design matrix is singular because of the one hot encoding and many unique values in our data columns
• Hence this is one of the major drawbacks of this model in our case
• Other factors like Skewness (0.5), Kurtosis (4.7) i.e. almost close to Mesokurtic curve and Auto-correlation (1.99) tell us that model is optimal, however we still can't use this model to know the RMSLE as well as to predict the values
• For predicting the values for testing data we use linear regression and see if we can overcome the OLS model's drawbacks

2. Linear Regression Model:

from sklearn.linear_model import LinearRegression
model = LinearRegression()
model.fit(x_train, y_train)

y_pred_train = model.predict(x_train) # Predicting the value of train to compare with actual value
y_pred_test = model.predict(x_test) # Predicting the value of test data to compare with actual value

from sklearn.metrics import mean_squared_error
print("RMSLE value of Training Data is {a}".format(a=np.sqrt(mean_squared_error(y_train,y_pred_train))))
print("RMSLE value of Testing Data is {a}".format(a=np.sqrt(mean_squared_error(y_test,y_pred_test))))

RMSLE value of Training Data is 0.5981505023453584
RMSLE value of Testing Data is 3155202007.940081

Insights from Linear Model:

• We can observe that training data has very less rmsle but the testing data the rmsle is extremely high.

Problem:

• The data is containing multi-collinearity which can be seen in the RMSLE of testing data

Solution:

• Almost 99% of our columns are the dummies representing the categorical data and we cannot remove them and it would be futile to check the VIF of over 3500 columns
• Hence, we have to use algorithms which we can fine tune to optimize our model
• This leads us to a conclusion that there is a need to build models which can help us apply techniques like Dimension reduction, Regularization, Boosting or Bagging. Let's check them out one by one
• In ML, the ideal model is the one which has low bias i.e it can capture true relationship and low variability by producing consistent predictions across different datasets

• The methods used to do this are -

  • Regularization • Boosting • Bagging

3. Ridge Regression:

Overview:

• Ridge Regression comes under the Reglarization method
• It provides a way to create a simple model with great explanatory power when number of predictor variables in a dataset are very high and not very significant or when a datset has multi-collinearity
• It uses a type of Shrinkage Parameter called ridge estimator which belongs to a class of L2 regularization (λ)
• L2 regularization adds a penalty which equals the square of the magnitude of co-effecient
• All co-effs are shrunk by the same factor
• When λ = 0, ridge regression equals least squares regression and when λ = infinity, all co-effs are shrunk to 0
• Our goal here is to find the perfect λ value because as λ increases, error due to bias increases and as λ decreases, error due to variance increases

from sklearn.linear_model import Ridge
# from sklearn.model_selection import GridSearchCV
# parameters = {"alpha":[0.01,0.1,0,1,10,100]}
# ridgeReg = Ridge(solver = "lsqr", fit_intercept=False)
# lr_reg = GridSearchCV(ridgeReg,param_grid =parameters,n_jobs=-1)
# lr_reg.fit(x_train, y_train)

# By applying GridsearchCV, we get to know that the best parameter for the model is given by
# lr_reg.best_params_
# Output- {'alpha': 0.1}

ridgeReg = Ridge(alpha=0.1,solver="lsqr",fit_intercept=False)
ridgeReg.fit(x_train,y_train)

y_pred = ridgeReg.predict(x_test)
y_pred_train = ridgeReg.predict(x_train)
from sklearn.metrics import r2_score,mean_squared_error
rmse_test_ridge = np.sqrt(mean_squared_error(y_test,y_pred))
rmse_train_ridge = np.sqrt(mean_squared_error(y_train,y_pred_train))
print("RMSLE value of Training Data is {a}".format(a=rmse_train_ridge))
print("RMSLE value of Testing Data is {a}".format(a=rmse_test_ridge))

RMSLE value of Training Data is 0.6375558834039196
RMSLE value of Testing Data is 0.6634873592375078

Interpretaion of RMSLE value:

• It is a way of figuring out how much a model disagrees with the actual data
• The lower this number is, the better the fit of the model
• It is preferred that the value of RMSE should be close to the minimum value of the response variable in test data

Checking the min and max values of Y_test corresponding to our RMSLE value 0.66

print('Min value of y_test is',  min(y_test))
print('Max value of y_test is',  max(y_test))

Min value of y_test is 1.0986122886681098
Max value of y_test is 7.498869733976931

Insight from Ridge Model:

As we can see that 0.66 is close to 1.09, we can conclude that our model is able to predict the value close to the actual value

4. SGD(Stochastic Gradient Descent) Model:

Overview:

• In statistics, machine learning and data science fields, we optimize a lot of stuff
• When we fit a line with linear regression, we optimize the slope and intercept
• In logistic regression, we optimize the squiggly line
• In a similar way Gradient descent also helps optimize such things and much more
• In this case we have almost half billion data points and hence computations can take a long time
• This method uses a randomly selected subset of data at every step rather than full dataset
• This reduces the time spent calculating derivatives of loss function (Sum of squared Residuals)

from sklearn.linear_model import SGDRegressor,Ridge

# parameters = {"alpha": [0.01,0.1,0,1,10,100],
#               "l1_ratio": [0.4,0.5,0.6,0.7,0.8],
#               }
#
# model_sgd = SGDRegressor(loss="squared_loss",penalty="l2",
#                          learning_rate="invscaling",max_iter=100,
#                          fit_intercept=False)
#
# model_SGD = GridSearchCV(model_sgd,param_grid=parameters)
# model_SGD.fit(x_train,y_train)


# By applying GridsearchCV, we get to know that the best parameter for the model is given by
# print(model_SGD.best_params_)
# Output -  {'alpha': 0, 'l1_ratio': 0.4}

model_SGD = SGDRegressor(loss="squared_loss",penalty="l2",
                         learning_rate="invscaling",max_iter=100,
                         fit_intercept=False,alpha=0,l1_ratio=0.4)

model_SGD.fit(x_train,y_train)
y_pred_train_sgd = model_SGD.predict(x_train)
y_pred_test_sgd = model_SGD.predict(x_test)

from sklearn.metrics import r2_score,mean_squared_error

rmse_train = np.sqrt(mean_squared_error(y_train,y_pred_train_sgd))
rmse_test = np.sqrt(mean_squared_error(y_test,y_pred_test_sgd))
print("RMSLE value of Training Data is {a}".format(a=rmse_train))
print("RMSLE value of Testing Data is {a}".format(a=rmse_test))

RMSLE value of Training Data is 0.8160638826686536
RMSLE value of Testing Data is 0.8276055544003023

Insight from SGD model:

• We can see that although the RMSLE is 0.82 which is very less yet not as good as the RMSLE in the Ridge Model

5. Random Forest Regression Model:

• Decision trees have the possibility of overfitting and have inaccuracy for predictive learning as not all the variables give less impurity at each split
• Also they are not flexible with new data
• This problem is easily overcome by random forests as it combines the simplicity of the decision trees with flexibility resulting in a vast improvement in accuracy
• Bagging method is used to solve the problem we are facing
• Variance decreases because of the sub samples created and 1/3rd of the observations are left for validation purpose

Checking for best Parameters using Grid search -

# from sklearn.model_selection import RandomizedSearchCV

# param_dist = {'n_estimators': [10,50,100,150,160,200,300],
#                'min_samples_split': [2,3,5,6],
#               "max_depth":[None,10,20,40,60,80]
#               }
# regr1 = RandomForestRegressor()
# n_iter_search = 50
# regr1 = RandomizedSearchCV(regr1, param_distributions=param_dist,
#                             n_iter=n_iter_search, cv=3,n_jobs=-1)

# regr1.fit(x_train, y_train)

# print(regr1.best_params_)
# output - {'n_estimators': 200, 'min_samples_split': 3,'max_depth=40'}

from sklearn.ensemble import RandomForestRegressor

model_rf = RandomForestRegressor(n_jobs=-1,min_samples_split=3,n_estimators=200,max_depth=40)
model_rf.fit(x_train,y_train)

y_pred_train_rf = model_rf.predict(x_train)
y_pred_test_rf = model_rf.predict(x_test)

from sklearn.metrics import mean_squared_error

rmse_train_rf = np.sqrt(mean_squared_error(y_train,y_pred_train_rf))
rmse_test_rf = np.sqrt(mean_squared_error(y_test,y_pred_test_rf))

print("RMSLE value of Training Data is {a}".format(a=rmse_train_rf))
print("RMSLE value of Testing Data is {a}".format(a=rmse_test_rf))

RMSLE value of Training Data is 0.6213232366107725
RMSLE value of Testing Data is 0.6461674146829152

Insight from Random Forest Model:

• RMSLE value we obtained here 0.64 is a tiny bit, yet better than the RMSLE we got in Ridge model, thus the best model so far

Step 3: Final Conclusion

from prettytable import PrettyTable

x = PrettyTable()

x.field_names = ["Models", "HyperParameters used",  "RMSLE"]

x.add_row(["Orinary Least Squares Regression", "---", '---'])
x.add_row(["Linear Regression", "---", 3155202007.940081])
x.add_row(["Ridge Regression", "alpha", 0.66])
x.add_row(["SGD Regressor","alpha, l1_ratio" , 0.82])
x.add_row(["Random Forest Regressor ","n_estimators, min_samples_split, max_depth" , 0.64])

print(x)

+----------------------------------+--------------------------------------------+-------------------+
|              Models              |            HyperParameters used            |       RMSLE       |
+----------------------------------+--------------------------------------------+-------------------+
| Orinary Least Squares Regression |                    ---                     |        ---        |
|        Linear Regression         |                    ---                     | 3155202007.940081 |
|         Ridge Regression         |                   alpha                    |        0.66       |
|          SGD Regressor           |              alpha, l1_ratio               |        0.82       |
|     Random Forest Regressor      | n_estimators, min_samples_split, max_depth |        0.64       |
+----------------------------------+--------------------------------------------+-------------------+

• We couldn't find RMSLE in OLS model and the Linear model had a very huge value
• Multi-collinearity in the data lead us to build models where we could fine tune it according to the best parameters provided by grid search mechanism
• Out of all the models we applied, Random Forest Regressor gave us the best and the lowest RMSLE value 0.64
• Hence we can deploy this model at the clients machine so that sellers can get an estimate of the price they should set for their products
• Another solution would be making an app wherein the seller will enter the parameters one by one and after submitting he will get the result as the Suggested Price for the inputs provided by him/her